{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "DUCOkwGT-dsm"
   },
   "outputs": [],
   "source": [
    "#!/usr/bin/env python\n",
    "# coding: utf-8\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.figsize'] = 10,10\n",
    "\n",
    "from scipy.ndimage.interpolation import zoom\n",
    "import VGG\n",
    "import gradcamutils\n",
    "import innvestigate\n",
    "import numpy as np\n",
    "import os\n",
    "from PIL import Image\n",
    "import innvestigate\n",
    "\n",
    "from VGG import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "# use this environment flag to change which GPU to use \n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"-1\"  # specify which GPU(s) to be used"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "def createOrRestoreModel(): \n",
    "    vggModel = VGG.VGG19((224,224,3),4, False) #set up model architecture\n",
    "\n",
    "    vggModel.summary()\n",
    "    vggModel.load_weights(\"VGG19_COVID19.h5\") #load weights\n",
    "\n",
    "    model = vggModel\n",
    "\n",
    "    return model "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "def readTestImage(img_path): \n",
    "    img = Image.open(img_path) #open image you want to visualize \"1238_R.png\"\n",
    "\n",
    "    img = np.array(img.resize((224,224), Image.ANTIALIAS))\n",
    "    imgArr = img.reshape(1,224,224,3)#open image you want to visualize\n",
    "    imgNormalized = imgArr / 255.\n",
    "    \n",
    "    return img, imgArr, imgNormalized"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_path = \"images/1312A392-67A3-4EBF-9319-810CF6DA5EF6.jpeg\"\n",
    "img, imgArr, imgNormalized = readTestImage(img_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"vgg19\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_6 (InputLayer)         (None, 224, 224, 3)       0         \n",
      "_________________________________________________________________\n",
      "block1_conv1 (Conv2D)        (None, 224, 224, 2)       56        \n",
      "_________________________________________________________________\n",
      "block1_conv2 (Conv2D)        (None, 224, 224, 2)       38        \n",
      "_________________________________________________________________\n",
      "block1_pool (MaxPooling2D)   (None, 112, 112, 2)       0         \n",
      "_________________________________________________________________\n",
      "block2_conv1 (Conv2D)        (None, 112, 112, 4)       76        \n",
      "_________________________________________________________________\n",
      "block2_conv2 (Conv2D)        (None, 112, 112, 4)       148       \n",
      "_________________________________________________________________\n",
      "block2_pool (MaxPooling2D)   (None, 56, 56, 4)         0         \n",
      "_________________________________________________________________\n",
      "block3_conv1 (Conv2D)        (None, 56, 56, 8)         296       \n",
      "_________________________________________________________________\n",
      "block3_conv2 (Conv2D)        (None, 56, 56, 8)         584       \n",
      "_________________________________________________________________\n",
      "block3_conv3 (Conv2D)        (None, 56, 56, 8)         584       \n",
      "_________________________________________________________________\n",
      "block3_conv4 (Conv2D)        (None, 56, 56, 8)         584       \n",
      "_________________________________________________________________\n",
      "block3_pool (MaxPooling2D)   (None, 28, 28, 8)         0         \n",
      "_________________________________________________________________\n",
      "block4_conv1 (Conv2D)        (None, 28, 28, 16)        1168      \n",
      "_________________________________________________________________\n",
      "block4_conv2 (Conv2D)        (None, 28, 28, 16)        2320      \n",
      "_________________________________________________________________\n",
      "block4_conv3 (Conv2D)        (None, 28, 28, 16)        2320      \n",
      "_________________________________________________________________\n",
      "block4_conv4 (Conv2D)        (None, 28, 28, 16)        2320      \n",
      "_________________________________________________________________\n",
      "block4_pool (MaxPooling2D)   (None, 14, 14, 16)        0         \n",
      "_________________________________________________________________\n",
      "block5_conv1 (Conv2D)        (None, 14, 14, 16)        2320      \n",
      "_________________________________________________________________\n",
      "block5_conv2 (Conv2D)        (None, 14, 14, 16)        2320      \n",
      "_________________________________________________________________\n",
      "block5_conv3 (Conv2D)        (None, 14, 14, 16)        2320      \n",
      "_________________________________________________________________\n",
      "block5_conv4 (Conv2D)        (None, 14, 14, 16)        2320      \n",
      "_________________________________________________________________\n",
      "block5_pool (MaxPooling2D)   (None, 7, 7, 16)          0         \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 784)               0         \n",
      "_________________________________________________________________\n",
      "fc1 (Dense)                  (None, 512)               401920    \n",
      "_________________________________________________________________\n",
      "dropout_6 (Dropout)          (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "fc2 (Dense)                  (None, 128)               65664     \n",
      "_________________________________________________________________\n",
      "Z_4 (Dense)                  (None, 4)                 516       \n",
      "=================================================================\n",
      "Total params: 487,874\n",
      "Trainable params: 487,874\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model = createOrRestoreModel() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "def createLRPAnalyzer(model, imgNormalized):\n",
    "    '''\n",
    "    All possible names are: ['input', 'random', 'gradient', 'gradient.baseline', 'input_t_gradient', \n",
    "    'deconvnet', 'guided_backprop', 'integrated_gradients', 'smoothgrad', 'lrp', 'lrp.z', 'lrp.z_IB', \n",
    "    'lrp.epsilon', 'lrp.epsilon_IB', 'lrp.w_square', 'lrp.flat', 'lrp.alpha_beta', 'lrp.alpha_2_beta_1', \n",
    "    'lrp.alpha_2_beta_1_IB', 'lrp.alpha_1_beta_0', 'lrp.alpha_1_beta_0_IB', 'lrp.z_plus', 'lrp.z_plus_fast', \n",
    "    'lrp.sequential_preset_a', 'lrp.sequential_preset_b', 'lrp.sequential_preset_a_flat', \n",
    "    'lrp.sequential_preset_b_flat', 'deep_taylor', 'deep_taylor.bounded', 'deep_lift.wrapper', \n",
    "    'pattern.net', 'pattern.attribution']\"\n",
    "    '''\n",
    "\n",
    "    analyzer = innvestigate.create_analyzer(\"lrp.sequential_preset_a_flat\", model, reverse_keep_tensors=True)\n",
    "    analysis = analyzer.analyze(imgNormalized)\n",
    "    \n",
    "    relScore = analyzer._reversed_tensors\n",
    "    \n",
    "    a = analysis\n",
    "    a /= np.max(np.abs(a))\n",
    "    \n",
    "    return a, relScore"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3\n",
      "3\n"
     ]
    }
   ],
   "source": [
    "gradCAM = gradcamutils.grad_cam(model, imgNormalized, layer_name = 'block5_conv4') #for VGG, here there are parameters to set image width (W) and height (H)\n",
    "gradCAMPlus = gradcamutils.grad_cam_plus(model, imgNormalized, layer_name = 'block5_conv4')\n",
    "LRP, relScore = createLRPAnalyzer(model, imgNormalized)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[-5.733123779296875, 0.10805684328079224, 1.8291599750518799, 2.04530668258667]"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred = model.predict(imgNormalized)\n",
    "\n",
    "class_prob = pred.tolist()\n",
    "softMaxProb = class_prob[0]\n",
    "\n",
    "softMaxProb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_ticks_and_labels(ax):\n",
    "    ax.get_xaxis().set_visible(False)\n",
    "    ax.get_yaxis().set_visible(False)\n",
    "    ax.tick_params(axis='both', which='both', length=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "def decisionVisualization(img, xaiMethod, vizMethod):\n",
    "    # Add batch axis and preprocess   \n",
    "\n",
    "    fig = plt.figure(constrained_layout=False,figsize=[6,3])\n",
    "    gs1 = fig.add_gridspec(nrows=1, ncols=2, left=1, right=1.8)\n",
    "\n",
    "    fig_ax1 = fig.add_subplot(gs1[0, 0])\n",
    "    fig_ax2 = fig.add_subplot(gs1[0, 1])\n",
    "\n",
    "    gs2 = fig.add_gridspec(nrows=1, ncols=1, left=1.92, right=2.6)\n",
    "\n",
    "    fig_ax3 = fig.add_subplot(gs2[0, 0])\n",
    "\n",
    "    fig_ax1.imshow(img, cmap ='gray')\n",
    "    fig_ax1.set_title(\"Input radiograph\")\n",
    "\n",
    "    remove_ticks_and_labels(fig_ax1)\n",
    "    \n",
    "    if vizMethod == 'LRP':\n",
    "        norm = LRP[0,:,:,0] \n",
    "\n",
    "        fig_ax2.imshow(img, cmap ='Reds_r')\n",
    "        fig_ax2.imshow(norm, vmax = 1, vmin = -1,alpha=0.45, cmap=\"jet\")\n",
    "        fig_ax2.set_title(str(vizMethod))\n",
    "        remove_ticks_and_labels(fig_ax2)\n",
    "\n",
    "        #x_probs = [0.12, 0.30, 0.48, 0.10]\n",
    "        x_probs = softMaxProb\n",
    "        \n",
    "        x_probs = np.asarray(x_probs, dtype=np.float32)\n",
    "        y_pos = np.array([0, 1, 2, 3])\n",
    "        y_objects = ('Type-1','Type-2','Type-3','Type-4') #Infection type\n",
    "        y_labels = ['Normal', 'Bacterial', 'Non-COVID19 Viral', 'COVID-19 Viral']\n",
    "\n",
    "        fig_ax3.barh(y_pos, x_probs, color='green', align='center', alpha=0.3)\n",
    "        fig_ax3.set_title(\"Explanations\")\n",
    "    \n",
    "        for i, v in enumerate(x_probs):\n",
    "            fig_ax3.text(v - 0.07, i + 0.1 , '{0:.2f}   {1}'.format(v,y_labels[i]))\n",
    "    \n",
    "        fig_ax3.set_yticks(y_pos)\n",
    "        fig_ax3.set_yticklabels(y_objects)\n",
    "        fig_ax3.invert_yaxis()  # labels read top-to-bottom\n",
    "        fig_ax3.set_xticks([0, 0.25, 0.5, 0.75])\n",
    "\n",
    "        fig.savefig('explanation.png')\n",
    "        \n",
    "    if vizMethod == 'CAM':\n",
    "\n",
    "        fig_ax2.imshow(img, cmap ='gray')\n",
    "        fig_ax2.imshow(xaiMethod, alpha=0.45, cmap=\"jet\")\n",
    "        fig_ax2.set_title(str(vizMethod))\n",
    "        remove_ticks_and_labels(fig_ax2)\n",
    "\n",
    "        #x_probs = [0.12, 0.30, 0.48, 0.10]\n",
    "        x_probs = softMaxProb\n",
    "        x_probs = np.asarray(x_probs, dtype=np.float32)\n",
    "        y_pos = np.array([0, 1, 2, 3])\n",
    "        y_objects = ('Type-1','Type-2','Type-3','Type-4') #Infection type\n",
    "        y_labels = ['Normal', 'Bacterial', 'Non-COVID19 Viral', 'COVID-19 Viral']\n",
    "\n",
    "        fig_ax3.barh(y_pos, x_probs, color='blue', align='center', alpha=0.3)\n",
    "        fig_ax3.set_title(\"Explanations\")\n",
    "    \n",
    "        for i, v in enumerate(x_probs):\n",
    "            fig_ax3.text(v - 0.07, i + 0.1 , '{0:.2f}   {1}'.format(v,y_labels[i]))\n",
    "    \n",
    "        fig_ax3.set_yticks(y_pos)\n",
    "        fig_ax3.set_yticklabels(y_objects)\n",
    "        fig_ax3.invert_yaxis()  # labels read top-to-bottom\n",
    "        fig_ax3.set_xticks([0, 0.25, 0.5, 0.75])\n",
    "\n",
    "        fig.savefig('explanation.png')\n",
    "        \n",
    "    if vizMethod == 'CAMPlus':\n",
    "\n",
    "        fig_ax2.imshow(img, cmap ='gray')\n",
    "        fig_ax2.imshow(xaiMethod, alpha=0.45, cmap=\"jet\")\n",
    "        fig_ax2.set_title(str(vizMethod))\n",
    "        remove_ticks_and_labels(fig_ax2)\n",
    "\n",
    "        #x_probs = [0.12, 0.30, 0.48, 0.10]\n",
    "        x_probs = softMaxProb\n",
    "        x_probs = np.asarray(x_probs, dtype=np.float32)\n",
    "        y_pos = np.array([0, 1, 2, 3])\n",
    "        y_objects = ('Type-1','Type-2','Type-3','Type-4') #Infection type\n",
    "        y_labels = ['Normal', 'Bacterial', 'Non-COVID19 Viral', 'COVID-19 Viral']\n",
    "\n",
    "        fig_ax3.barh(y_pos, x_probs, color='red', align='center', alpha=0.3)\n",
    "        fig_ax3.set_title(\"Explanations\")\n",
    "    \n",
    "        for i, v in enumerate(x_probs):\n",
    "            fig_ax3.text(v - 0.07, i + 0.1 , '{0:.2f}   {1}'.format(v,y_labels[i]))\n",
    "    \n",
    "        fig_ax3.set_yticks(y_pos)\n",
    "        fig_ax3.set_yticklabels(y_objects)\n",
    "        fig_ax3.invert_yaxis()  # labels read top-to-bottom\n",
    "        fig_ax3.set_xticks([0, 0.25, 0.5, 0.75])\n",
    "\n",
    "        fig.savefig('explanation.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "decisionVisualization(img, xaiMethod=LRP, vizMethod='LRP')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xjVqf0LSVEJISn1T4r9poqIlHm+gsU3F8Q3s8HgMA1tbW3LXm87kz9kUERVEgTVNsb2+j3+87I4ZkoG30iAjG4zEmk4kjVSQuy/roExi/H1EUOULmqzDLyEWlXDTIB4/xVZnTKVr+efiZRGlnZwfz+dyNTZtw8R6er9jdNkXzsaiVE7vCb78TiRxxTZIYxkRI09QjG+4K1f71nG8TE/uZ83+ZuuiTFLHKiZVP7FYVy5RK+5UYqd9LVL0MLBmJq/MBgHH9UFUsZgtgAfTyLjTuopAuxnmE7SjGnu4c6At0UmK9F2E8niGOE6QdRTEsUQ5KaE8x6aSYooeFJsg0BnJgMVsgm2QwJgZgUJYG9EIV0UoxMTAmQlnW4ydS99UYA1S/He73x1S/YSUJtnq/UW3FsbpzHgGh6nG6Oa/KOW9Jf3ORIG+ch3On/h3addqAgICAgIAHNM6KoCwjG6dzGaJBtmfPHvR6PQyHQ6Rp6oznZcSgvZLuEwVuX/a/fz7//DyWCgqPiaIIRVG47XEcO2IRRVFD9eC5SKziOHbn4TmiKMJsNoOqot/vo9PpYDgcoixLp2jkee6uN5/PYYxBt9t1beZrsVhgPp9jOp1iNBq5seTLJxbGGCRJgrIsYYxBURSIosh9LsuyMY4+KfAJhN9XHuPfnzbh8Nvgf+ePvz8vaKz5qsx4PMZoNMLhw4fdcSRs5zPqfi8nJ8YY9Ps9JEmCNO0gjmnwY9eYEsaQdMCpKMTp3L3qeUCit5uAI66eq0hQorrXKjAwMGKsQR8ZRBEAFLBkIK2uVUAE1TaroKgmEIlhYJBPckyPz5D3Okg3htjsPAiRJhheehPKXo6yX0J6AjMXqMmxSAXxgRhYBWRDcDS6GCfkAmwW69jc7mFxZIL51hyak08lMKYL1QhABlX+VnSqdiQoSyqd1T0xdv6LEQgMFOpImNp/GqoWYMnK7jmPSrGpx3q3okYVsDnnAaumqCqGw6E7js/2aLRdHQdv0SAwlICAgICAAB9nJCi+AerDN1yjKHJG+L59+9DtdtHr9bBnz55dZIb707gnOaCRcDrlAmgawTynfw1fTeFn7sdrJEnS6IdPlJb1jaqPv51EhwSG5KMsS6dYdDod5HmOLMtcf/M8h4ggTVO3L/efTqfIsswRLJ9I+d8tFoulZI5tItHwx8FXVNoKjD+W/nv/2ssI6jLffH++qCrSNHVKCts2HA7R6/VgjMHx48fd+Jxqrt3bOFXf/JVySwKtQtbvD5EkMZIkQa/X3zVW3J+uXP69q+c8QAVk2XWXtdHfvvQZUQWMXaGPYvscoAQktmqKNGJgIqdQWLUkRRwbewAMRBIACcrSQEuFKQwwB/KdEtsrMTZNB9A+Njqr6Ow9DiMFRAUmN5a+JUB0YYRiqNjprWFsNjDRFYyyGPnYQGcFpBRoSdUphmoKVdt+O6cjAAkAqj0RjBGriEjVp0okssqQwIip4lIMUKKhPNmxWh4bFkW7leNlc4Lf+79xPLYocqfWdDqpW/wYj8du7vA2PdDx/vef6xYEBJxfePKTz3ULAgLOLc5IUGjg+2DgfJqmGAwGWF9fx6FDh5xqMJ1Osbq6iiRJGgqGH1uyTCGhsbaMhBC+a9AytFegqSi0Dbi2Ac/92Q62mwQqSRIXH8E2RpF11+E2KjKz2Qx5nuO2225DURQuPoXHGGMcQZlOp47o5HnuFJZ+vw+gdhdhf9mfxWLRIHT+uUXquByem+oE27xsvNpo34dT3ZNT+er7L6o9ZVm62Jn9+/fjwgsvxObmJo4ePYrpdHra9twb8N33fJRlYQ39KEaapuj1etje3nZjm2UZ9uzp7iLIy9wF6y4yaH4ZMVkWWH2mYOyaRImYOkdf5f4kEIgCULGncrfXVMd0IJIgijoQmSOKOA4kLl1EUYpYEkRqUGyXkEgwi9Zw8MAcwzLF8a0J+pqg31tg7cu2kYol2aXEyAcHMNUuRvM+bi33YYQVbN2xivyODLIpSMoUiIEyAVRzqPYAdKGaQ6RAUShULUGxbmhRpTrllSubVr2sXBPVqiYGBiYSe1hrvJbd/7NB7f5FgmFVtSZRidz8L4q8Iv0rGA6HmE6nGI93cG8nIQkICAgICLgv4LQERVXdH1B/dZvE5LLLLkOv1wMAvP3tb8fHPvYxfPSjH8Xm5ia+4iu+AjfddFPD2PfjRmiskQDRbapNGnhtYpkB4RuT7eNJKnzVxD+Pbzj6LmJsG42MUwVvM+C92+26YHCqATTKVRV79uzBysqKC36nqpBlGbrdLowxToXqdDqOWLRdqnxFqN0PjnE7XoVEkcHrvvuXH/vRHuf2tYA6/qgd0+K/X5ZJrJ34wE8GsLGxgU6ng62tLRw5cmTpON9b8Mmcn0GKxGTPnj1uLj3taU/DwYMHcdNNX8B0OsOFF16IEydOgLEky4nJctXqzs75NkFvuupZCcFoZLmFUxSq/0sBDBUHHmecImG/S2Fva01Q+MqzHJjHiLMYOlfotmJzzyryRIHoIuzkXQx0DvT3YtCJUZYFFrlihnWM8hijooutZA/GxRDlyRIyEcRFbAlFCajQnSwBYMmWfR5y2J8sq6SINBcVqlsGKQWRGBiIDV4XUondamkb9bZ2wPypM3vZOU6Xr2ZChJq8x5ViChRFiX6/7xYzdnZO2ZyAgICAgIAHJE5LUGhoGmOwurqKhz3sYVhbW8Pq6ioAOCN8Pp/j5S9/OW655RZ83dd9Ha6++mq8/vWvx4Mf/OBdxuky9cKPW1kG3xg4VbxDu90kVnSraLtEqaoLQPcVAO5H/3H2H4CL8yDh8o1sKhskG+xbkiSOkGxtbWFlZQVFUbgA+H6/7zJfkQzRVYx98V2t+LnX6yHLMqewkEywbT7J4rkmk0njfMvcvjgGfLXH1x8nfvYNMY6L7+blu9eJiHOX43ckKRdffDG2t7dPNR3vFXBlXMSg0+li3759LisbEUUGeV7gL//yL7G5uYnLLrsMV1zxKHzkIx/B3r0b1rPKxZbsJijVlVAHoS9rR7tNbaLSnvOKsrTz0Rg+b158S3WPjFgXLYFAhQqcgYhBmiYAikpNYYpfSxDsObs2cD0HimkBPVJCJgYyEZRlD1u9Lu4YDBCnc8Rmgg3EiGY5Op0OZppjtugh1y7yvIPyUIxyXELuyCAjQb6TQ8cKzBknkkBkCBvEXkAkQ5IYFIWp3KakCqbn82mzdRkrmVTuakCZLaClAlGdaMBUbm/+cNbjsFyhtcTDj0FiQgQqtf491co1TXc9WyQwRVG4Z382C/VyAwICAgICfJz2L6OI4KKLLsLevXuxsbGB1dVVGGOQZZmLy6BReu211+Kmm27Cxz/+cdx666142tOehuuvv94ZxG23rnaq2TPFQ/htar/3VYa2e41PTNpYZvj5q7FUGnguqgN02/KJSltlYIpfn6DNZjNHUNpxJnR98t22eCzbyuv7Y5mmKSaTibtue9UesCTJV3Ta497uN6+3zI3OJybt8WurMz6Z8Wu7tN2g/Exi59rFCwCGwxUMBgP0+310u51qvhYQMRWJtm397u/+Lhw/fgIHDx7E1tYWvuqrvhK33HKrM+rb5KQeLwCoCcxy+HPe/96PW1D3Hfdppiv2o8Ebu1tEPIb33lRKgIFVKKRytTIoCoUxaomKEZS5QmdV2yJATgp0oii3DRZJD/OkC93bR5bPMRgMMJvMgTkQlTEwA2Sk0Kmi2CyAqQJzgRRV2IyxBVNUY6gWjkyIxFU/DRaL2t2S4+mylAEwEjXcrOpx4rgzq9by35nGiO9St+p7aMlIk4SQoPpJH3zCCmDXcxgQEBAQEBBQ47QEpdPp4BGPeMTSuiD+H/5er4fnPve5OHz4MEajEY4cOYJv+ZZvQbfbbSgnbSN+Gdk41WfibImLH3zvX5PHtYmMH2vDvvn9LMsSaZo6V6ksy0D3qXZ9lX6/j8Vi0TD6+T8D3BkYDqCRBrit8tDlqF2fhCqRTV+bOCWFZMAngjx/mqYNcnS6e3CqOJ1lpMTvY9vlph3L0b5nVFSYfvhcI45jXHjhhY5E1cYxFSXbxiRJ8O53vwej0Qjz+Rw7OyM8/OGPqAhMM5W1TwLb8SKnwrIxrz75e3n718pJWxngOZr3t7kgYN9LpVwAVkkB4jiBiKmIuTXoY0SIIdBMEUUGZmyQ9hLkswJSCDRRS37GAEqDoquQhUExK5AYAQrATCOrmOwAWAhkYfcVVeuRVtKtylRqRVwpD4ooihFFXOSwZNCSQoElWbWqF8dRI62wdWED6lTQu2PQTjX+y8m8HRMbbM85T7fA3S6SPD6OYxe3FhAQEBAQENDEaQkKDe62OuF/l6YpOp0OHvWoR+GKK65oFA2czWbOUGAMB+NMaNSfqv7FmVbz27EZvjGd53kjJTDPQWOZbl9+UUaSEW5bRqwYe2CzNdksVNPpFACwurqKXq/nXKpEbKYukhkGv588eRKqisFg4MaBbaFbWZ7nWCwWjTomdIWiMsOxJxHyExEANRnz42B89y/fYF2mvJyKoPj3wych/jn9VM3snx8Xw3szn88B2LTDnGvn2mBru8jVK+U0SgVRZDOvHTiwH/v376+IY4GiKB1xBWpyVicooPHcUjeWgK5m7e/8x6BuGyqFw3jfozLwm8ayn0iBBnsUmao9tWuYjQHRyo3KZrVKEntclmVADnSjLhIkMLlVTwSCaB6hhFUZ824OMYJpMYGWQBqnQGzTHEshiHKDzrwDLRVlXqKY51YBMoAxKYC0IuaFM/rjWJHnRdVWq/qIMNNYkyDbe2gQRRw3qibLyYjvErf7/vjnAMi7a+JTk700ZYV7kvN6O38H7fNtGscFBAQEBAQEWJx1HRSuzNPYjKIIF154oavGzsJkOzs7iOMY3W4Xg8HAEQNWTGeg9jKD+GxcLJatYvrKjm/Q+zEtbTLjk5J2zAazdvE929weC6YSZgV4qhV01QLqGBIarkwjzDYCTdLGuik07NlPnockiYTFJwIcZ7/wIY+nO5jveuaPx7IXjadTGVG+uxuJCTOfUWli39hG3hOqP36tGJKt8wEcg7K0q+OcH8PhCjqdFMbUyRMWC5vxKo7h0irznjE+ieTGJzzNlfjd1+emeky0MsrR2lbHYRjjZ91rnpsB8Jag8Hmz7/25b/tdOJWhrZbFcWzne1ZCRYHCc3OcAlooRAWFKSryVMWyDQxgbIxIWVVZN6V9vsqidG1vEgwma6iLh/rEmoTPErTajYppfOM4ctdfpri21a1lCkp1RKW82Lgckrp2fB1/F3i4MXUWQ/u7aVAUZZWC2P5/vsz5gICAgICA8wVnjEGhErCysoJHPepRGA6HWFtbQ5ZlOHr0aGP/Xq+Hffv2uXocTKHLGhiLxaIRcwHAGfP8w063hzb5aK/4+/AD5+M4xsUXX4zbb799V1pgGincjwZ1FEVYXV11gdA0wEg6aLj1+32n0Mznc7dfp9NxLhs++ZrP55jNZnY1Oc+xurqKyWTSMIJo4KuqS7/LmBH2zScrfjC9n7qXK+Tz+dwZddZQK93+D3rQg7C9vY1jx441gueBZjrpdhA9v/PjSPr9Pnq9Hnq9nmuDX+uE84YKlX8PSbLYTj9W5+///u9PO2HvDbBdnU4HBw7sR5p20Ot1URQldlopl5IkwWAwcONDAkqi6I+HT0h9FepMbnD8/1RuR8YYrK2tYmtru3VPjVNRrEtX1CCu3W7XEUb7fNTGtXVpk6rqvSUZdu7ZIPU4jmBMibKcVm5wC4iUyPOTyPN5pXpk6HZTLBYZbEHDDdjYkgjG2BonRWHdrWxbI1jloXbR8smGr97WShQ8Vym/npJVVtbW1jCbzTEej5e6mfrjLFKPJ7/ziVKaJpXqmrjv+cxrRbhsEg0/2L52v6vvlzi3M2MMbrstBMkHBAQEBAT4OO1fRmMMHvvYx2J1dRWDwQCLxQKj0Qg7OztIkgTT6bRRYZ0pdJMkcS5LRVE4JYWFCBeLhSMP3W7XrbTTwJvNZruyV/nY7U9fu2Lt27cP0+nUGfk+YQBqFyNm46KLWq/Xc/tz1Z8GOt8zDTDPSeLhB6z7MSvM0iMiWFlZwd69e3HzzTe7LF08P12A6BpFg4vkxHcV88fAd3PjyjnYLFgAACAASURBVD3vEzN2AXX9GW7f2dlxxrN/nrZS1XbziuPYkZLhcAjAGockYXTZYuppGmB83zbqkiRx7oBlWaLX650yk9u9BRHBxRdfjG6362J25vM5Fos5jIlc7JC/Km4NZ5vpqtPpuHgfqlxlWSDP68xmSRJ7q/qlcw3z5+qZ5ry/32AwcIkr6sxSAIO47b2MGnOaBL2u31GCCoIxtoaKEUGJ0tYYMXCKUk1iStjAeYVqBtUF0tT+H8clOp0Ig0GCkyfHyPMSqjGADkRilKVNGWxdyFj00qAs65gwuoqxZouqAg23NUvseZ985bL+7bDPBmOclmWX8+6+IypUTESM+z3jAkZZFlgsagXE3lMqm77iBDe+9rpW4SoKdc8eF0kCAgICAgICapzWGkzTFGtra5hOp9jZ2XF/5DudDobDoVuF97PVAHCEo9vtAqiNhbW1NQDWqNvZ2cFsNnNuPX76XhrpXPVcZrC1CUpZltjY2GgEuPsFFH2CQgNoMBi4a7ZXsenixfayn/5qP8mHrx6oKnq9niMldOsyxmA8HmM4HLoXDXW2meNojHHB9MsM/Hb2MB5LlzOSKBI9GmJZliFJEuzbtw+bm5supsV3N/PH13d/i+MYg8EAKysrMMa4Gi5UCkQE6+vrjsi0Uw2TXPFe0rCnctTpdLC2tnbKejP3FqIoQq/Xda5ntsAeHFHkeLTnS1GUlbJQxz6JCHo9+wyUpTpXNt+th8UG7T6lex7ourXbzav+rKro9/vV/K2JSO1iVLstcd7bPiwnQfZ+CyBACUUpCluYBEDlQlUrmgXyPINNAwwkSQbVHJ2OQISuS3l1by1Z6XQEZbmAauHOZYmRrRxv50Rc91UVEEBNpXaooiwqklJodW11CmNT0ajVKj7rthCovVfLXEp9Uk4ywQUM/iZxXvPYbrfnjmvHxdW/i/Z8rE8DaKWcRq5+UkBAQEBAQECNM9ZBueWWW9wf8z179iBNU+cacuLECWdc9/t9RFHkSInvmkXXLcanGGOwf/9+dDodTKdTTCYT7OzsYDQaIY5jl754Y2MDgP1Dv7W15QLwgVo1oYsNV9/5B9+PaaABzSB4GhwkDr1eD91u13MpsYbibDZzagfdmmgI8XoMdp/NZm7MaJjM53NnlEZR1FA1Op2Oa89oNIKqNWBZmZ6rwlQoat/2uh8kB+wvx4rXJomkwlEUBdbX13H06FGsra25cc7zHMeOHXMqTafTcSu7nU4HGxsbLsaFRtja2pozfKn8jMdjp974ygsNOLaBxhwTB5CE3XzzzXffzP4SoarY3Nx0q+/9fs8FxdukCBMwZsOPuWmfg/N+Pl84o3d1dQVRFDvViPNDBIjjqLpevzpHiel05hQWoJmkgvPEPgMxylKr2Iaa+AG1GhHH1n2KJCBNa1elmjTmmC1ya+RXVdmTNLE1U6BIogQGpnL7UuR5BoDFPxcAcuT5BHk+RVHM3TNm2xIhjhUiMaKog/k8h2qCPI8Rx31EERBFCVSZcjuHmsrgF4ERgyg2KKRSnqQmifw/z3N0OilEjHs2VEukaQ/j8U71zEZO0RiPxy65QRzXrlmsT+S7hQLqshICVCVRqcFFg4ATHFerltYEyl8w2dw8eQ/M4oCAgICAgPs2zhiDcskllzgDkm5Ts9nMGcn+d1wpp0FGlycWL+z3+5jNZphOpzh27BiSJMGePXswHA7R6/WQJAkmk4k7R539KMIFF1zg2uQbvFEUOXcjuk1Np1MXy+HHQ5CY0KAZDocufmQ2mzVIzdbWllNFaBSSaNBFDKj939M0dW3liy5P3I/KAYkVSQjjV7rdriMN4/EYWZa5vpCsFEWBNE2RpqlzpaKxTNciP3sax6HT6ThVqixLp4p1u130+31ceumlyLLMKWVsI2NzeD6qCFy1BmwWrp2dHWxvbzfmAFATSd9ljy5ddG8j8Vu2qn9vwyp96w1DlIal7UvU+M5Xg3zVKY6tMpKmCbIsr8Z2XKWh7sGY1Kl0WbaoVvX9+kDGzWu2i3PXEkc732p3w6yhxgFMSlDHdYhoNd8jGBMhzzOP1ADT6Qx5WSWEMFQmC0h1Dw2MVVfKEiIloshm/jKGtXli5LkCsM9tWeYVGVCIFDAmqoguz81MepaYLBYZisI4UqOmRFGW0LJEVD1zScT4pTorWhQl1f1hYgGtkhbYAHkb26UoCksKkyRGkqRYX19HWRaYzxfuOebvla/K8L2dv/Z+LBYLzOeLamHCkkNfpa1jYRg7xlo/NtYnSdJq/zoZwlnMzb0APlh93F8NNAMBv1ZVF2c/08/qegbABwA8DsCHVfUpd+f5l+HGGz+MV7/6alx00YMBAI9//Hfie7/3ml37vfjF34DpdAQA2No6goc97Gvx0pe+D5/4xB/jne/86YqYx3juc1+PRz7y68/6+i95yRMwm+3gl37pegDAZz97PX7rt34Cr3nNh+9y384WH/zg2/DZz16PH/qhN9xr1wwICAg433BagqKqOHjwoFud94ObafjS+KV/tp9ZikYqDfUsy5x704EDB1CWJQ4dOuTO3ev1XIwEg5F9Fyeu8KdpiuFw6FyJjhw54trFttIwZuYoumRFUeRcr9gmKhS+esJgcxrXDPonCWCcy9ramjMkSV78wOg8z53xQwWIpM4aS7bfHCMqLuPxGLPZDFtbW5hOpw2jk/2zhQS7Lj7GJ0qrq6suuxjPzZgYnoNtHY1Gjiitrq7iYQ97GJIkwcrKCuZzG2DsJwAgsRqPx0418QPE/UBsn3S0s4dx1ZmKC89zLqGqOHHiRCN+x99G8lkb/8BiUcBPXwvU6WTLskCa2udjdXUVqort7W13bhJVG+eyaJyDBJPuQGlKougH6zeLnrK+iR+XJSKOnAOoYl54P+tnK89zSNS8dpZlKFURRzGyaeYM+E4nqVzF6CLJGJoERRF7z1NeEZIYQIw8t2mak6QLO0QJ8rxEWQKLRYk8t8pRlmVARBUoAjCHGEEaJYiTBKJ1vzmfO50umJLYPg91bBazZ1mCpI04sG6365J7dDodFEWO+ZxzsU7TrFpiPs+qZB81ObVtbKcopoJs+0aUJd2+FqCi1c62dpq5eRzAY6t7/QoAO6r6C2d18JcGBfA6ACsAnn0PXqeBRz7yG3DNNX962n1+7uf+1r3/2Z/9LjzucVcDAK688pvwuMf9Z4gIbrrpBrzudU/Ftdf+2526/ubmEXzqUx/AV3/1t97pthdFjigKSQ8CAgIC7irO6OLV6XSc0Uuy4Lv6MBaBbl408v3AbH/lfGtrC1tbWxiPx1hfX8f+/fsxn89dxi+6D62urmJ7e9u5avjEI45jp3D4tUv8mA4AbnWeBjwNEF8NoTKxWCxckO3Ozs6ubGMkK1xNZZvG4zEAYN++fc6o4/lpcPtubkVRNJQdGof+fnQ/4dhSKaLBSDcUupX1+/3GOYF6ZZ0kBIDrs+9iQgwGA6embG1tYX193d0T30j3Y262trZQlqVzheN23ic/ENmfB75LDvvaLmx5rsAVcxqNjA9hvAOgXqrm1D0b7B9Bg7UsC8xmMxdv1et1sbKy4sg27xndDP24ofbco8pnV4cNSE78a5elVi5YzH4VVYqJacw5BnjbmiKoDfZCULLvUaUKGeOC00nggRLDYQIbHF/CBr6XVVauCLawojXOy9KqK/X3McrSFmBUjaBqg+8Xiwx5zgDyEqIGKoqiLCAAjEbINAcUSJLUKShN1CTNjgefid1znm5ySZJgNpuh1+u537J2hi8+p1YptgTPzxJY/8/6NfZ9m6TzmZhOZ065uqtzXkReA+B2VX1D9fm1AG4G8GkALwUwA/AQAH8N4EdVVUXkWwFcA6AD4LMAfkBVx/551TbsgyLyzXepgfcgJpNt3HDDh/CiF/0WAKDXq1XH+Xy8656fDb7zO38S73nPq3cRlMVihmuv/WF87nPXw5gYz3nOL+Exj/mP+OAH34brrvsjTKc7KMsCT3/6K/G7v/tyDAbr+OIXb8TXf/1Tcdllj8b73//LWCymeMlL3ocDBx6KT37y/XjPe16FLFtgdXUvfuzH3ok9ey66awMSEBAQcD/BGV28uOLvuwzRcPKzPDFmY+/evU5NoWpAI9lXMkajEUYjK9EPBgO3gkmjvixLrK6uuhXQ0WiEyWTSiHOg0cVAb78iOz/TON+3b5+rM8L0v36KYxoJzHDlu5KRmPBaVBHYv52dHRcHw+tRuWDtFwb8M5bBd2NjnAAzpE2nU3ccY2racR1+cHuWZU4dsYHANoUsM6Str6+7LEc0wLhq72dcY+wJUwczNobGc1EUmEwmmM1mOH78eMNlrdfrOfc0tolkjdfjuHD7eDx284LHfikGxd2Lus5PTfbq+eHfA45Hv9/3guMtSWCwus2epRWZn2E+t6QyTTsufokGuapW7kU2ToKqCtNz28QJtgBgUQAs9OfHm/ifbfrjyKkjfNk+1YHki8UcDLIHBAaAVGmJtVAUpXXniqPaXWyxyJBlpiLGGYxJUZZAnneQZTnKUrBYzGDTFccQ6aEoehCxaYZFOhXpUiwWObKsQJbVyqyqIltkLnsYABQoEYkBYutSVWfqywAIkiRGHFuizjnMuCfr9sWFiTrjmv1NMg1VE1D3XNhFgQWyLMdkMqmuVzq3SpJZVc5tvx6TJfY281nhuZuV7rfgbprzvwngXQDeICIRgP8C4Kur1+MAPBLALQD+PwBXi8jHAbwYwDep6kREXgrgRQBec1cbcnfg05++Di984ZXY2LgYP/ADv4BLL73ilPt+4hPvw5VXfhP6/VX33XXXvRdvf/t/x9bWEVxzzZ/d6es//OGPx3XXvRc33PA/0eutuO//7M/eCEDwq796I2699d9wzTVPxK//+mcAAJ///N/hV37lBqysbODGGz+Mgwf/EW98479iZWUDz3veQ/DEJz4Xv/iLn8Sf/Mkv40//9FfxvOdZ17Of//lPQETwV3/1VvzRH70Oz3nOL97p9gYEBATcH3FGLZrGMP2zgdovv+3+YozBaDTCcDh0rkf+fjTOaQjQWGXcw2Me8xhkWYbDhw9Xvvp9Z9hyZZmKCQDn+uQTCj8WgCvT/X4fqorJZOKC9f3MY9bgsu41Ozs7zmjwY2kAuFgM37+cn2m8+P7rDHgmyeN4MnaE/eHq+HQ6bSgJjE3x0wv7xMlvA12PfIWDNVqm0yk6nY4jMSdPnoQxdYxDmqYYDAbO4KoDm1HFSGQuRTTjj1jTpSxLd6yvzLBWDOdFW32jelJnTTo/IFKrRCK1gmL/V/cZqFWq+XzujF07BmWD3PpjQgJNVz7r6lhge3tUxZb48U31ar7vksg4i9qlCADqueinEKZBTBLit71OqLBoxEvY+I4YqLKXiQhEbawExweADWRXPte2DUmi6PfjiuRNqrFj7ZsUqgY2U1dSkRJFUdggetWyInZF7Qplsx97SgTQSIcMoCwtabPjq24O28xrCcoyxnQ6hTHiFk+YaKDOiOeTUONSP/N/JoywmevUudtxvACgKCKX9a05r5nOu3Dkxp/zd1U0VNXPichIRB4N4DIAn1TVk9U1PqGqB6v78HsAGJDxSAAfr/ZJAXz0rrRBRH4QwA8CwKWXXvoln+ehD/0qvPWtX0SvN8T11/85Xv3qp+BNb/rsKff/yEfehSc+8bmN7x7/+O/A4x//Hfinf/oI3vnOn8bP/Mxf3+l2PPWpL8N73vMqPOtZr3Xf/eu/fhTf9m0vAABccskjcOGFl+G22yxBeexj/y+srGy4fb/8y78GGxsHAAD79z8Uj33sEwEAl132aNx44/8EABw7dite97rvwcmTh5DnC1x44YPvdDsDAgIC7q84K4LS/kwjiPDdF4qicEZsr9dz7lXMjMPz8Y/95uamW7U/fPgw1tfXcfHFFzu3mMlk4lIWX3jhhThy5AiKonCB9TSceV6SJxpWrMHiu87QaKMfv+9Ow2B/Egoa6AxophHvjwuVGRpMJAK+2pKmKfr9PiaTiUsIwHgQJgbgOUjq6NLFtnD8qfyQPJKYUDHxiROPmc/nLv3x2tpag+gxhsgfB35P9Wo6nTZIz549e7Bv3z7ngsbx5ZgxtmJra6txX5gIwS846c+r8wG7m0HDfXe9Cj9Wg4a47+bmf2bQNusHMYNbr9fD2tqqcxvKsoUztIfDYUWaS6dwcczZTpInBnHXNVhyzy2t8BSCuu1AHQtk3cZooC+qrFYkv6YxLlFkkOc2+B0Qz60sA9BFFCl6PeseytpIUZRWhCvGYqHOoLeplgXG8DekrirP8ediBskjizTa56hw98i/h3meu/Hngkm9WBJVCkbTxYqKyGxG98qa9Nj6P4MqpXTpCCTHLEmsO910OmssIvA3xAbSN+eQT3DuIn4DNk7kcgBv8r5v0x/6n/2Fqn5fqy3/HsCvVR9foqp/frYXV9U3A3gzAFx11VVnTbne+MY34i1veQu2t4Frrvlz7N17sdt21VVPwq//+o9ge/sYVlf37Tp2e/sYPvvZT+IlL3nv0nM/6lH/Ab/8y1845fGnw5VXfiPe+c6X4dOf/sRZ7d/pDBqfk6Tj3tvfgY57z9o5b37zC3D11T+Gxz3uP+PGGz+Md73rFXeqjQEBAQH3Z5yWoERRhAMHDjTcXbgCTvclGg1Mu8vVf8akcGUZsMHQPAf/4F9xxRXY2trC5uYmtre3cccdd2A4HGJ1dRUrKysuDoLG70UXXQQRcTEaXAVdLBbVKqlxtTr8mgWLxQLb29uYTCZOLWn31e8P+0B3H6Y65orr2tqaM/C5uuobOp1OBydOnHCuZHTVYhpfX4lhELqvmLAddPWiixePYzsYdzOZTLC+vo40Td11GO+yurqK4XDoMn/RcPbb5AdokxxxjOmKRSNxPB5ja2vLGXxf+ZVficFggMOHDzeUEVXFysqKSw5AEsaMaiSDfgD+uSYpxghWVlYbGZtY9bsock/BgHN99GMM0jR1SiEAN65UQvr9BPv378d0OsVsNsVsNsdoNEKn00G320Gn063ITr2iv7Ky4s5FYsf5TWLkZ6hjbRISxyxbuFgTH3ThJKjMlKWtU1KWUmWEs+Ss2+06A79epDAAEgBdxLHBZGLjM6zrnq0OXxQJ4rgLkY67zmIxqeZJr3J/yuETJlsMMWuoWDXpVuQ5sFhk6PV6jujSVc6YyGXE82PU7PvYkSA/hsT2tx5jP37M/n7MnQojYvCgBz0IaZpiNBq5/TgPbLB+Wf3+2CKdTKzA8bZqyjIy/CXjDwG8HEAEG2tCfJ2IXArgNgBPBfCrAD4B4JdF5CGq+gURGQC4WFU/jioI/97C85//fDz/+c/H+99vP588eRjr6/Y3/jOf+STKssTKyt6lx37sY3+Aq676dqRp1313++2fw4EDD4WI4POf/ztk2fyUx58JT33qy/Brv/ZD2L//IQBs8P7f/M07ceWV34jbbvsMjh69GZdc8nB84Qt/9yWdfzzewt69DwIAfOhDv/0lnSMgICDg/oozxqCQkNBthGSFxhldm/iZhix955MkcYYUC/Ix5mFlZQWHDh3C7bff7gKA0zR1JIKqg5/+l0b32tqaI0rj8RiDwcAVXqRRz/ZOJhMcPnzYxUX4aW999addo8AfB8ZNsO9MLesnECDx8IPr6UriK0807Ln6TkLguwBZA3bmiAmJh+/Cxn3ZNiowHCP/GovFAmtra1DVRlpm9pngmGRZ5pQOnxhRveEqvTEGn//853HJJZdgz549GI1GzrWLagtjHxj7w2rrNNhocPP/c4u6kGTtOlcTNzsGGRjT4JOCLCuqLD6mCg4vXIwN50en08H29ja2t7cbcTrMDGUzXCXOwAWYPcyg1+u6ecrng3OrzqBmVY88zzAabTvXJd8t0SfSfiD+snGwcy4CUyBb96+apEQR3dr4LEWVu5dthwhdD5PKtYtkjfVI6sxuLPzpF2/1YzSahSK1Mv5zdw/s/nVyhqLIXV0munaRnDR6KiykWDhiIsLrCfxinWzP8ePHsba2hn6/h9ls7sX2lIiiuIo7KV2NFB7LbGI2NqepdN4VqOpMRD4C4LDa6pfEJwH8OoCHwhKXP1FVFZHnAHi3iKTVfi+BDZZvj811AL4cwFBEbgXwLFX9YHu/uwsf+9gf4AMfuBZRFCNNe/jJn/w9Nz6vfOWT8KM/+lansvzt3/4evuu7Xtw4/rrr/hAf+tDbEccJ0rSHn/qpd3/J43vVVU/C2toF7vOTnvQjuPbaH8YLXvBoGBPjRS96W0MpubN42tNegde+9r9gONyDxzzmG3HHHTd9yecKCAgIuL9BfGOljYc85CH6/d///c5QoMHmF+2jceCrHDQwVldXsbGxgZWVFe8Pf214HDp0CMePH99VfNF3TQKscbF//36wtojvl++7bfhB4isrK9jZ2cENN9zg3MS40ukHdPM6TCPMgGTf+KdxwxogPJbXXVtbc+So2+1iMBggTVMcOXLEGY4M2s+yDOvr627/2WyGkydPIs9zbG5uOmLCgHZmKvOVk8Vi4dxG+B0Apzyxrewb28zUzKurqy4omMkGer2eS21MRYfjwP/5IgGjsZamKVZXV3HJJZcgTVNsb2+7/rLuyqFDhxpkh23zFaWyLHHttdfijjvuOGcyyt69j9Sv+ZrXV21UZ3xb0tHMSuYnVyCZYCY0m662Nr5J/EajbYzHE7c/V+/rNMW2HVFk75Odm3m12i5OUeCz4RPnTqeD+XyOQ4cOOSJZV3pPnJHM6/pKm98XQJ3qSQLCY3nvut1uoyZOp5siimPsjEYoYM8VGRuMXpQFet0e0k4KI4JskduU3UWB6WTm1DUubjBTmd9fSxjFkQu2g8oT20oYY8kT5xbVHztei8olK8FiMUeW1YpJrZqU7n43iZ31kIrjCJ1OF+vr6+45ZvD9YmF/o7a3R7vcz/hb46vNH//48zEafe4uzXmxMtM/AHiKqn6h+u6bYbN23eP1S3xcddVVev3119+pY6igBAQEWDz5yee6BfcfiMinVPWqc92OgDuHM9ZB8VeTfaPI97FmbAUA5+9NgtLv990fZD8tMI0oX0HwV3n5YsarkydPukxZvtFMQ284HDpDjYb3aDRyxiJXq/3AdJIdGpttosXvWROFblHsJ/tPdYLGB8eMygHJgG+Y83qs8s54krquQp0hDYC7rn9tPzCedUuGw2GjPwxo9zN+jcdj9Pt9FxNE4uS7xfnX8RMK+Ioa20diSLJBdYtpnv37zH752bt8Y/18QR3nwDnfbB9jQepgeqsOWMM9qVyNjJcWOKrSZhduLtSGL4PPARqzzNzGVLg12bAr/VTmbCphcYa3daFLXAY7zm/rmiTI8zpdsj/3fXJClcYG3texSvV8pOujTXWsolAAJUoUpkRZlDCRgRpAYgFyAAmgUBSqyDVHiRKIBKU255s/55Ok/nmqtzGxAipXrg7StOPabTOomUaSDiq6jIvKsnpes3CiT9x4v4l6DK0qZOeHOlIVx5FTt8pSkSRpnSpZTOM5sYQugp+w4K5CbHD8nwD4fZKTgICAgICA+zLO6OJF8uArLX4aVrp2kaTQtYhxDgx2Z6ra4XDYqJJO44qGa/taAJxqQGOP/vY0wLrdrsukRH/zW2+9FaPRCN1uF71er1HrhGSALiX+yqmfwaqdeYorvXTZoTHDlV/fJcVPcUq1hcf6max8dYKEiddm/I4fa1K73fhZgJguduEKWXIl33cXooLBeg5MXMDUywB29Y1GlX8v2vdIxMYEHT16FJPJBPv27XPpmmkU8p7xvok0ExhwzM4HWHcmbcQI+BnH+D9JCt2q7PNiqmD3zFVJ73Q6WCzmXsxITXhEWGkdUBWIMDuXuBgSqgEiJPJaERDrEmZTGQs2Nzcxn88Rx3WKXM4xEVSuRSVqomOJCuMhgN1FIplRi9dgO+02hYmqBQtjCYhCUaKEVkRhnlWJH6BQsdcqUdrPVUFFSE0OWLOl/VtgvZbqOUnY+I7CFc5M06RyH6tVEHtMURWJNEjTtJFy2fYtr+5FPQ7G2M+W6NSLFhyjxWKBnZ0dLBYphsOBy4YWRVw8iBv32BjjXCNVm9e7K1DVGwHsSgGlqn+NZjxKQEBAQEDAfQJnzOLlG2VAbaj5K+I0zEkEmE2KaWgBuJX8m2++Gbfffnsj9gCoDSKueAJoxG7Q/Wt7e9tlCPNrfSRJ4oomMvbhwIEDELEZrEajkTsfa3pw9b4uwKaNOBqqBPzM/X13jX6/71w8BoNBI7sZ3UtYt4WJAeqYg5o0cKxICpmimMqEn8WIRhsrupOkdbtdp+RQ1WCtE44ZA/4ZDzIcDt01GYDd7/cxHo8bbn3EqeIZRAQnTpzAZDJxrmRbW1uOJA6Hw4bBzHTMbTXhfADdrtqKoa9E8BlgFqkkias6F35mpwKdThcnT57E9va2c1OqDf2aXJIs+IU0+ZrN5hBZuNocJLnWnYhB+KVz3wNsRevZbO7mMMfa/l+6IHHbN+MpbpUqUhn3jKcAGLNliyRa0pwhjVKY2NhYeQBxGkEKQVHmWOQLRNVChYkNcrXXK1FCImC+WEArQkZXMQANtzO6VFlCx/aUVV8SJEmMXq8LxsxYApjDmHqRhPfOkpIMadpx99iSNkGaJo3seFYpKR1JYQfbKi8z8PFZt0VLC0dMa6KXu8Ucq0DVhRwDAgICAgICmjgjQSFoqNfuJs2K7fyD7fvE08ig0XXy5EkcP358lw92262rbaz6q/V0a/L91Wm42dXj2GWfUlVn0G1sbDjjmJXsWfPEDxZncTxfoaEKQELQDrJPksQpNH6MDjOb+fEjDJRmxjDfrcrPSMZ++65vQDOomSuy3W4Xq6ur7tx0pWNbfVcf/35SxWK7SFJYxJHqku920yYlgF+YLnbElOoNz8G+ss1+UU0qRP45zweQ6JGA23lZxzsRqnCxEX5fRWwWtslk3FBg6GLF6/9KEgAAIABJREFUruoSb5/2veIY+657NtWvDcpfLAo3hoyFYLpruhIuFgunlNFVDKBroXXp8p9tfy7Xz6o1rBnsnRcFpLTXUymRIIExJaS0PmskHn59HTuuvE4MA0GudUIAuw/ADLn1WIhTrqy7ZQdRFLt5x+eSAfskOExZLALkeV3XhPVb7HjGMKZoJRUQ14b2vOB42NikAlm2cNXt68D/+neNizH+s3N3unkFBAQEBATcn3BGFy/ffajb7TbIg+9y5Ae4LxYL9Ho9zOdzt8rc6XRw++23V9Ww633bBjj/mPO9Xd1MG7ELNJ7oMgXAkQ9WtKdaMB6PXfV5Xq/f72MwGDiiwIxVfkwHDXj2ky4hftYuAC67Vr/fd22M49hlEmP/hsNho/o7279YLJxaMRgMGlmJaIgCQK/Xc2Ptu5IxDqIoCgwGA8xmtlI5+8E4ELY7yzKMRiOXlY3EiBnAbODwwrUXaBrjPuHxr8N2GmOwubkJVXU1PHjP2X4SMaplNN5897pzCTbBjx+qiRNX9JuFDYsir1y+8kp5iJyKlOeFty/PI7uMWKAmaHEcgfEO/rNB0gnUGbBsVfd6hd66Q87cdVUVaZo4YkiFIsvqbFJFwX4Urp9laRpzkG2jqpKmKcTYIo72/lUGPhSiVkEsq/aqKowKClUUWY7FbAEokCb2+Ym1TXxZ3Z1Zv+pYHZttq55LtauWgOqPJQsRWEOF87tO+OEXoDXI88LF9Nix1YrwAFGkjlD512GleBFTLTgAnU6K+XwBIK/GHhV55/2s42Tsc747/XNAQEBAQMADHWdUUJr+3rkjBDQ6aKjVKVjt6r+vQvgGKI0rP2C8bZT6q+3+fjT+e70esixz2bim0ykAYHt723aqIgGsoeKvXKuqUxh6vZ4jGDTuWdHdb4ufnYzq0HA4BFMaDwYDZ8jx2v5qtx/w3nYR8wkYlRSOox//4RvvfjIA+rSTkPnZtbjyPplMXCFFxqYwBof3pZ3hKc9zRzL9eADfJcuPl+FYMc6ChSG5qu3Pp/bc8d3ozjVEmuoF4y/sNlYyr5NEWKOeleKtImED5MUZoG3ysRxNFbFuj3VFYmprKoIkzySk/jzxVS+OM8mKn346z+tYDDu//IUHALCuYH5Kbc4Xzjup3LO0rCJQVKFlCYHYKvAq0KK0wfJguIkgiiNbnT4voVIHrZM8lCVQFPUcs9XmLSzxqFOb13PJzw63QJ6L5wpWx2LZ+eanGa+D2Kn6WdJWwAbf1/FCnBo+YbXnLRuFIS0JqfbQslLe6rgmEpegogQEBAQEBOzGGQkKDQQa9n6cBIvw8Q+/7xJCo7zT6WAwGODo0aPOAKURADSDctvxLr7BxvOyeOO+fftcSlwa30mS4MSJExiPxy5bGI0YEii6IgFwtVf8drLKepZlVZG7rFGp3s+0xXb7Lmv+WNEAYrwNjUsqNVRF6MPOmidUgRgb48eAALVLHbOlAdbwXywWDaJBksYClgBcgUVjjEs3zOQGHCu2cTabodvtOjcwXpvX4z3ifeM9JUFhUUbf5Y+++rzfvA9+RrZzCRqOhA3CruMkWMOlrRy2FZU07VSJAmqlyR8znwwuIyWAuNTGLN44GAyc6mbjRywpZt0gPpe+Csi2sUq8VXhs5rE4jp2LIAlCnmceKbHtodtTPUZ130UrIlICxSK3n2HPFQGIEMEggikFpRokUQLNgUIKxFGMrMgAERRSX5sEwQd/d2rXUD57uQuKr1qHxSJvPLPAzI0H0w3THdNPoW6MIMssofEXU+rnqazGpL5nVED8rH32XluyWme845xnYo2ssfgREBAQEBAQUOOs0gxz5bWdftcvbEijCGj6aJNY0GDgSmV7Fb59Xd8NjGBcRZqmLqjdX9E/efKkKxxJI39lZcW5mLXdyJg9yq8DwUBZv3++WwwA16d6ddqqDQAaZM13g6Lh7xuN7iZUPvocGxryHCca/n5qX7pJAXAuXCLi0jBTPeJKO3302f88z3HixAkXK8J+0M2L16XC5M8F9mmZIuCrR7665qcS9o9r1wo5nxBFpmH42sDxNjGD+8w5bw3mstHnOq7h1CvmPsEh/IQUddX3OkaC5MSfs4wnaqtidtyZPcr2x1ZlZ/xHCb/OiM3g1azjwvP5meR4bYGBSAktFAbW9SuKDaCwxMVXQWAQGYPMO966jpHMMrmGDdrnPKpdKxOw7gnnr1WBygaJ9n+TypKpm+tMX1S4osgSq3bMUfP+nKqooh8rUwfZ1/USmwqaT0pOr6oFBAQEBAQ8MHFWCopviPiEIMuyRn0Oxlb4xhiN02VuXETbLan9AuBiLOiO5buSAXCxDrWhok6haFenZo0IumDRkOd7Xy2iwc5ChiQHWZY1EgYAcCSERg7db/x+0LA3xrhAdLrN+Nm6qPowgN1PNkDix1gfxr9QRfHdt5h6md/7bmPGGBw9ehTr6+vo9XpuLKn0cNwZ1+C7a/mG1TKDi8oS54O/D41tPy6F43g6A/7eQnPON2MgqJbV+9bGe01QlgdAt1UIxrMsU08AVHEedo4xQQMARyiYuhiolS1bs4T1e2ag8tN2c2QKYVUqO+pl9arrn8zn9XNj3d3Y95r4GGMqUlKTaaglKMgBI8Z+rraXuSUzRc40xgxmZ1sFcZw2fhOoAuV5Ual9qfu+fpYLt6BQf29Jlk9UdnbG6PV6lZJrxy2KUk8xqQvQnopANOep7+7FudIMsqdCZc9Xk0POoYCAgICAgIAaZyQo/ENNAx+ojVYaau1gaxrB9Fn33aqI2hAyDSOkbczTKB4OhzDGYDgcugB0xi0cPnzYuSUxrmQ8Hruq7DTQ6ixHkTNkjDEuLsMYg9FohMVi0XDlAeokATTW6GsO1IHyfjYzxutwLKiS8DganCI2cxiVIV9h6XQ66PV6rg/z+dzF3ogI1tbWXOHF7e1tiIgrjMjzRFHUSFbAPpC4DQYDV49mdXXVkYcsy7C2tobxeIyVlRV3bV9J4Xs/O5OvEtDgIyGsDXhbuX5nZ6eR3MAZt+cY9fjU8SOsVcI+kXhZAs5K73Vwu+/Ctuz8PmHwjWAbu2JX3zudtJorLDRaOOVje3tUZesy7j4zRirLeJ5m5XUR1vyQah6mbv7V87Xp3sYijbWbJKr+x7VyInXwukHVdzEwMDBiEImNN4kksgUaSziybFWQwhHAKIpRFAnyPIOIcRnGbDsEvV63Sue8cAoo43NsO8Qdx/vjF3y0RS5Tp0bV7m1WPep2u+75t21kjRhLJhlHkueZu+eyJDbFqm8kOLUKbUmlTeFMAhUQEBAQEBDQxFkRFBqiVAz8lcXaxz1qrNTS/Yjbut2uy1blrz4uM9Z8txT+zxeL17HuydbWlnNrorLBoHCSEBIDpiImmOqXxman03GuU22FpV5FrtUe9pe+/FRnaBzRH70dW0M1hAH+JHN00aGx6Y81z819aYwy7mQwGNgbWu3jkysSOZJNkjg/PmQ+n2Nzc9PFpXDsGIPCbEltEunPD/873x2H/WW7+JljTJJyPqgnbdg+qCMo9jtrdHK1vyzFrf4DaBjGvI/tvpEw2OKM/iq6eP/XWamYTjjLFm7+W+IfubiNPM9AxcRm54pgTFSlELYgmfQXDnxlzhZyZH/FU4Oo9tRzuX7moypOpXar4osxFzZxgHHukjTYa3WtTs9rx6qOobHzyRamtETCxp0wM50tlNl0n/OfHf522ee8jg8xxqaBZlwK70uSxC5xxGJRen1v3y+SFhKV2gXMjqVBFNm+c8yZDYzPQX2eBzae/ORz3YKAgICAgPMJZ0wzTNccPwsXjWCShW636yqF0xAQEWcM+dmHaCjXqUFNw7AjeFwcxxgOh85onk6n6PV6+MxnPoPhcIiVlRXnGsXAbFV1hQE3Nzdd8DljSmhAAvVKLtWC6XTqXJ36/T46nQ42NjbQ6/Vw9OhRZ1wwToPEgDVIVlZWsLOz44gRz9/v950xSAUqiiLs27fPjSeD+/2q8f1+3xV5jKIIOzs7OHjw4K6ifVRkSHTa5IqkhMfRpU1VsbGxAcCqRMePH8eBAweQpqkjJr4732g0cgZfm3ixzXEcuzgI3nuSO2aA8gkax+h8QJsg1+TUOGUjyxRJEiOObXwEiwKKNOuh8HtroPrPUtOty15LK3cym/GJ4wfAuRMePXoUaZpW6p5VU/Kc9U8UaWrjrGzq7DregQZ1TRjtsXTr8+OrOKcYmzQe71TqiDoiQGLAOc7aO3yWOa9sVfjIkZwosn0fDAZu7lDt80mcLZpY/zbM53OcOHHCuTzaMV1UhKN0ag6JAFWgOimFJVF+TA0LoRZFgclkjJWVVUeerItYVs3dGLOZXdRg/2uCXisq/u9iTcjpgtaMQ6Madj4S8oCAgICAgPMBZwySB+BW0/04CF9NoIFZliU6nY7bdzKZNNQRrvz7tRyI5spjrc50u11XH4TG0NGjR13wO+NHWJ2827UZj2699VYXiyEiu7JHtQP+aXSzGn1Zli5tcVEUWF1dbWTdasfj+EHwJCZA7f5G44Wubhw/qkvsC8eThJCKyokTJxoxKySPJFvM9sV7xvgXAC4GZzgcNtzQ6H7GDFEkDCdPnsQFF1zgFA6qKH7SgrZi4sPvJ+cF66r4yhLbT7J7fmTxasVWKDMvccysmlAUJaLIGsW8t9YYzTwD1rp82amwLJ5BHDHhe84fEk2O5c7O2JEWBrNbohw74r+1tYWyLBxJqjPLUZnknK/JJNU69n0+n2E+R+Vi1nW1SHhvfJWzVjis8V4HtjMzFuOtmmmaGdflJyFg/Ajbb4xNANAsFko1wqofXHAwhum3a6WomWwiQpLUahSJp60LEyHLckynUwyHA0d0aqWnVpfo0sW+cCx533yibq+dVspSHftFEmVTIhc4X4h5QEBAQEDA+YQzunj5KW7pCuEb+HQDOnToEKIownA4dAUdaaT6K+ttV57aFaQuokbDo9frYW1tza3Cp2mKQ4cOOYObxi/jKra3txvFEP3z02D3lZn5fO4IEPvCtjD1LwnGoUOHsFgsXBzH+vq6SxDASu7dbte5TfnByH6hOxr5fkwG1Yh+v+8UlK2tLQDAbbfd1lCu6Bvv16+g8T+ZTDCZTNy1qJYwrfNkMsF0OsXOzo6Lo9mzZw/yPMf29rZrv4jg2LFj2NjYcGSy3++7dpBM+LEmfswF65/4Fey3t7fddqpU4/HYqQOcG+cDfPJM8tGOrUmSBKPRNkSMI+X+sTWBjWAMg6d51prw1NmkbNFEzi87bwyiKMb29nZluBeNZ4nz2s+K567gqZQ0uo2J3PPhFxxl7AafCz6Ho9F2lWY5cvWHGJPCdiZJXLlf1e5KdVC6OmJBcsAClVQj6rohJcrSPqNbW1soCro21oknGAhflgXiuIPif7P3rlG2ZVWZ4Lf2Pu9zIk7EvTeTJHkkvpGEJMFUqn20lumzWlAeNrRaCpQtIjCqWrSlLVsY5QsfDIuW7KEWOvBBAzaOaszqwu7GlrZRQKA6RQEtuhoQyOSS9954nPc+e+/VP+b+5pp7nxP33kxSIpQ1x4gREeexz9prrx0xv/V935xFqX4pBlkWAmAyNLZRIyWhlMrRWzObzTAYDNTobn1ivEahYaSrrXl7HmGTYKVAhpsoskETylPL39FYyStGjBgxYsSwcU2Awn+kYdcz1UaGVrrD5ImVpcI/9HrlJx7LJlPNXUQmSP1+X/sL8JhAMOnztey7wQSEr59Op3rMbWwQTf0WhDGRJzixkismOgQvNLEzgWPSZ5MUfiYrWvF3HpfnYMdGGc1sNlMTr+0xw3Pl9eEOM1kYvp7gxBYKsHKa+XyOnZ0dBR/0g1hfgh27HYOdU3ueAFQWZlkWrofVaoWDgwO0220Mh0NdN1ermPTZDivjISBnEkxjupQcFs8GTdz2nDdBuC07G+bOSigJVoNPp21eV2esBCSSQQhNBrNstfEZ8vl1U78FYUz07XUn4CDQIXihn4ueG5b6lc+y58xu7OF3IMyBbapIsEJJYKvVhnM5xMORVFK23Jx/qJrG58MmR6JAzDI8BE80wHc6bbC/C/9OBaYM5rH636uTVFnsKh/YqlB6OM9zLBZz9c2U5VqfOytrPkaMGDFixDhLcU0PivWWWL263VVkcsMEfrFY1BK2Zmlba5bm5zCsXMruqtM3weTcOWm6VhSF+iJC5Z2yBp5sxSXLYDCh73Q6NfkTIKwIWQqeA2ViHP9sNsN4PK7NGcvx8rP5edyJZ/B5C87IDNkqaZRdUcbF4zNRJOPBqmMEGDx/CwBoqGeJ4iRJcHR0hOVyiZtvvlnHQ+DEHWS7a8/zt4027bW1u8pWPmflZPQn0XjPYgVWGnaaIWtZKl6RLQqGa1Qyv0KTXzJZIlkCgM2iAUGixAx3MzFtspO8fjY5F3awrLxWlJAFqZ+Y4z1sJTEr6eO6a7XSyrNS1o7NqlI8T6lK1tb7ndXs7PgJlMJnyuNWEii/s/yu3ZwokOeFjsP6NNJUZFu8L+W+6iBN5fqQKeXasmZ/OYeyYoASZfTIOuX5Gru749rfKCCwuAK2NuePYUFskGzV5XNcA/I3zFXMT+gLxeOwiWaMGDFixIgRQ+Kq2SB3zLMsU6O5rdblvddu6zYxmM/n6PV6G700KGWySRiw2U2bkh/6LShhunLlivoX+v0+Ll26pN4K7732KaGvo9vt4ujoCHmeYzab1cbBxPvChQvY2dnB8fEx0jTF+fPnce7cOeR5rq8T0/Faj2uBzv3334/BYIDhcIjlcqmGdgZfZ98DoFaOmcBuNpspG8X56ff72lF+OBwqcGISZz+DSfRqtUKWZdjZ2VGAWZallhE+OjpSGR5Bw+XLl9Hv97WkMAENTf8ca7fbrUm8mmyDLS1tpW7io5hiNpvp85Sj2caXls06jeD6FDnOspI/JWZ9ejU5h515qPxPzi1Us7JMlNwfoXmffdyCEzJo9HFRWkSPFP0N/FwA+p5Wq4XlcqGleEWWRymZVKQSv1GvqnSXYDgcVNKmUhmJsBGRqHxJzP0ihRJw3EWer5Floes6x8IqWfwZQAVEwpoJUk0m9DI3wiIVWK/zio0rK89P8LnwuPybw3LE3W5P2QzZtJDruVwu9b4kQzSfz7SJK8dG30qWhWp9FgiFzw6VuwTEOfOaYJzPslUlM0sU4HGdWYYrRowYMWLEiBHiqgClKArce++9NckSZSD8zsTEJuVM5m1DRCDo8+2uu91N5WNMtHhcSbqWNf384eGhMiWUQoUEURotUi6TZVmNTeF42EOEr7PvIQMEQJkUJuCUMNmSqvxcjpegrfnF11mZlC1pbGVf1PlTZ79cLmuv5zkDQZIyn8/hvSShq9VKvTdWqra7u6sshm0MyYpa9P0sFgutPsbEynoyeC2ZyDW9GnbdWOaNkWXZRu+X007WWByBwAqoyxztucvPweRdFPUqVhLNTu6bXhFJgqXilf28PF/X2IHlMpTFFjasjVBiF7pGuUbCnIbPJHCh98W+JzBArPQVPtuWDbfjZiIu5y2gzYIvAhU7n2wkKfeBTfxZltejKNpaPpngRSRwLZ0nrhfL+AmbFa4bj93rdQG4ar0H+ZqsyxL9fk+BGTvNszyzNIi0bAmBaThHK+niNQ9VwyzbVChoDREBSowYMWLEiGHjmgDFypDqHbR9LbltGpxpQLcsgU1SaNzm8fk4E/P1eo0bbrgBADCZTJRdAMRESxDEsqtkctj0cLlcotPpYDweq8eCO8pN6RXZITJClHKt12tMJhM457TsKse4t7enQGYwGOh8ECQBqElzmp4DOx9M8NiHJRiCSz03JmGUZgEhAbO7sjs7O9r0kEnicDgE/Q2U6lmAQ0aEFdEAYDweY7lcYjqdYn9/X0EKx2OBJ3eYrYyNTBAjz3PtQcO5WC6Xer1sBbPTjCDPIaiuMzoWlFpPCYBagQabwDMsA1AHQMJwlGWB4XAEAMqC2bmiuVrAfw95vq6qeeWVT2ONNG2h1+uj3S5q19WOKUlSYywP7yPTxg70lAnKGBP1gaVpgnY7+Ixswm29RN4HLwoQGhoSHPD+k9eWNbaNTRJlXinxKhVscW2J1FMYEHtvcROB4EqaabIfSqLASNapzEW/L3O6WmW1Qg9J0kKS5DXWgxXICBB5TS0zbDccwmbHWv/u1eVlMWLEiBHi7rvrv8deQTE+1+K6qng1d7ftDnJz15yP1ysIeS0DDNSNwU0DvfVm0HfBx/v9Pg4PDzUR57H5D5+vBUQaRS9GnueYTqdappefJz0Q5vrZe3t7yqDwvOhNoRSE58xjkzGxbIudIzsnlm1ovoZyIDtvnEcCA+6Kl2WpHeMBYDqd6m4wO2FbyVxZlhgOhzX5Fj+DDAt7pBDozedzjEYj/QzOI5M/JrhNmVczmLBS7mXPmwlxU+532iHnktbWNIdV9x7U3xPOQ3bNxXMgoNaCkaLwjWORVQuSO0qq2u02FosFnBOfUZOdooQLQAWO0yoBL5BlqypxJ1B0Cmj52ZKIWx9Fqd6UJEnVW2bvT94DjJMS7G1ronl57d8AAhcBDaGzfbst5vp2u1MD6vLZMsfCdoTP897r5gXBCR9nOWKCF2GqCmTZuioNHJ63Ur0AuO063lyvde9J03PUZJM25yRGjBgxYsT4XI9rmuQp/7A/N+UuzYTb7oxyd5W7ifY91p/Bx8ggsIIXv5IkwaVLl9But9WX0ZRFsboWE+vlcln1higxnU6VWaC0aLVaabUusgcEPoDsYnc6HR2LTU7J9FCORqM3d2m3zSWjCVLsbqoN7uAyYWVCNZ1OMZlMMJlM0Ol0aqWFKf+xlcEmk4kyGgQiNpEjgOx0OhgOh1oG2Jb/5c52aFwox7dgs2mK5rnZddMEsttAymmHJN8eQPBabcr1+OrgRwgSxiC7qlcnk/fV7xkxunPd2KICzjnM5zNda9Lcjzv1kiyXpezwd7sdbdrItbhaZQjd1wtlEtKUpYRDrxCGLbLA6lh1gCKVuwik6LdoSsDk3Db7vvDx0JNlsxKcrFUpvytT6rBa5SjLlVbdW68zM6cJ8rww8w+sViLlYkEA9mThnHEekyRRwC1/Z1KVv/F5Xosg3wtjbYIwjj9c322SPulIf5bWfIwYMWLEiHGW4roAClCvyGOBxUnvY9LLnUcr/bE/28Sb/g7+zopdg8EAH/vYx2o7+lYaRjlGmqaYzWZamYpJFA2yTPhHo5GWErZMAKVL6/Uaj370o5EkicrJLly4UPNLWCnXbDbT43PsZHYI1mgEJxjiXDaN5Jw7lnZl4nT58mXkeY5ut4vxeKweH0rQ2E+EYGRnZ0dBXJIkODw8xGq1QqvVwt7enjb9Gw6HmM1muquepil2dnbQakn/DfaIsYURrP+I16C5o24f5/i4NpiYEfjYSmGnHby+/JnfQ5J+0nY3u4rbRobBZ2VlT0CYT1kvLYihPKmxVAcHB8qcATBmcq8g07kEWZZhsVjqe2kwl7lvI0nKaq1nAFq1xJg+l7IssLe3jyRxWCwWKjeTa0hQnug5UWooVcOaQA5Voh9kUGSH5DwCQOBz3jsUxVrBlxQImKEoyqoHS08/S6SCofy1VDTzWsmOwErmpFB5Wijh3a3YpVyvRbfb02OzAEEAH9yUCcwa54URpIHhWlsZWgBkpQJXgrsYMWLEiBEjRj2uKfFqyrds2N3zba+zUim+rm4mre8mc4eeFabYz2QymaDf78M5p8lIU/+eZRkODg40MZ5Op7o7yqSTZXPpv6CkimNnOd80TXFwcAAax4uiwOHhIQBgNBrp+2xfEj62DchxLphQSXWf0GjShp0fytZofLdGf+tRYAJGMGNZL4IIW2GLZvo8zzEcDtHv95WFAVDrebFYLLC7u6vjoj+A4LTZtHGbfI3nz3HZdXISe3RWo36ekrzWny/hXADu2+4Ly8Dw+rRa7KEjkqXlcqVMnCTSYV1Iou+Q50XFlkjSu1qtKkAcGEnpkUIA3K4kZqWOS9g5ARqUkhE0s9+Rcx20Wq7ywATwHbrdb5ZT5lj5fGAKy435sL97X2K9zrFeZ/AeBvgkCtq5tskqhU2PcG0s68tx8Z4ji+h9pp/LY3BTo9vt6XPCvpTVPKFiZoLHJqyHzfPi+O0py/lGcBIjRowYMWKcFA+q6QSZD6tPt5IIoC51sKbu5i6jlZdQWmKZExrfmRQxMWZ/kMViod4SPnd0dIR2u43Dw0OVYJEhYAd5vp4AYXd3V5kNjmm9XmM8HuP+++8HIEwJGzmyjDKTeUpl7DFt4t3cmbdmcAIVVtGazWZ6XrY8snNOARubUBKIWWkQ/Toc22Aw0PMqigLHx8cKptbrNQ4PD7G3t6dFDcpS+jScO3dOQRjZJoI7lnRuXlPrP7JsyTYDMRNGvvYsR7iOSZWUkjGpl50NXpNwrZ2aw0PZWgYbC7KXSLvdAZswyrwGxpHV4dbrNfLcyscSLJcCrmUNpVXlqbJ2TZiEcze/2+1tjKkoilqT0yxbVYzMumYwD8Cq1ZAxMfGWviJ2boIXJrBBrKIVeizlWK0yIy+D/k1gkQXey3ajQr7a+jeIDBPX73K51Plihbp+v18BlVKZvMFgUGMKCYhYXIKslXPCgPDvn13H1ovUbM5p/TCxeleMGDFixIixPR50Vzy7S2l/5nNAkDjYpN2+HwiJHJMA66EQHf2qZrCmUf3SpUsqyeJzfB3lT6PRSB9nZTArN+PrCRiWyyVGo5FWu9omRyLDQpBCHwsreVGGBdTL7NalP3UDO4ECS6pybCEpDB4FAJrY0yfCXWKOhR3aOVdpmmIwGODo6KjWCd4Cn4ODA6zXa+zt7Wmytq2AAcfU1N5fbW1sey13wBl1r8ZZDjHAh3OUR+V3SbzTlE0JN5mTutzLqxQqrEuvvhHuyHMjYDab1SSBQJBLcfefa8/KK20zRstAEIgKsE7UpxGOzV4gkpCz0SfmuUCrAAAgAElEQVTZQ9sfJACcUGZXZ8xbxonn7bBeF1rVjOci/U5YdSsxTF2u6zL4naASLrI5wh4l1WNtLBZLBVX8bN4vi8VcARnBRJPZFXC3hnPN0sD1sOshrPfNAgG2KpxdCzFixIgRI0aMEA8KoFjpEhOUpqyJST97i2xjVOzrmVAtFgtNsglCLFvD0rSUKJExsIzEcDjEdDqtJRu2FCrlKaHEqcf+/n5N3pIkiZb3PX/+fG03lV6SS5cuodfrqXyESTwTuKY5nAmfTf6997WywEw+CULIdFDixvLJnY5Iguy89ft9DAYDrcxFlocgZjgc6lzYSk5M0larFa5cuYKbbrpJiwjweVvByXaB3yblsnNOAMa+Mnat2J4dJwGZsxJ2bIEh2PSosAJVmnar14aktf5aoCyh88n+PgQhQEhm2YeHa4IJvk3uO50Osmxl1nyzk3sBQJgVnsNg0NfrSxDBe2o4HEBKH4d1So9Xu91CUbiK9Qm+Eus7af59aIJ13gMWELGjPCVo/LshJcVbSNNW9VkB1MtmQqjuJTI2dpW3Ek+n5Yo5Blamm8/n6ruSNQ3zt4rXtdi60cJjVaukurZyfaykkayb4C2vgClGjBgxYsSIsRnXBCh2t7ZpdLe75DbZZ9gKOIzNRM1pBSkyCNZXYqtGya7noqHt9urFYDf3PM8xGEh37G63qxW8+B5KRax/gkkiZU5SvlXOl+ZbGuHp92DSaCsYsSSxLQ/LxJWf3zSF2/mjnIo7wuzfYs+Z4IefyQSW4IQJbrPCGRsv9vt9BS/WZM8xElQSbFmmideVfh57na3Ui4lnswqSXVcWzJw1cNJkukJyHXwHzfMJ1zqwZRJB5sRKXsK0pDXA4VxgCuT4sgtfn3+W1pa563SC9K7d7qDdhsoYee/IXJMVCfPOviqBCQkJPEv80hzO4g6ypgrYAgA8xzRlZa+w5sP8Nb0n9WatrVZaVTNLUBQZ8rwAUJh15GqfSdAj3exzXYt2XbHIhBTeaCt4oWS0KLhmCSrJZtkePuHvlQUoZMyajAvHyvnm+g/rhO+3zFKMGDFixIgRw8Z1MSj2n2hTtmKf3/ad5nBrmOdOrZW8sCpWmqbodru13VwmUUdHRwCgO/K2/wl3oO2ucVEUmEwmmrRwHDZxY8LCYzDZd048G2RInHPaV4FegOZuMQDdsWXYc7bzZRNYJu+U+tjdZjtHTDxZhYxj5ecQ0LTbbczncwUSfA0b7bHMMvumsB8MQSAZmP39fZ1HAiPOWdN/ZEGGZYJs8QB7Ptt+PkvJ2rXHsilZ43fLlpEtAQhcAsjhfMu6b0EqU5WVJEskVzSqc0dekt1C57TZlVwA+FJ/tt4ke62KIq+YiaRWrIHSLQIpyiVlfRW182Q0x7DtNVYWx+dEBucQmjRuzjL9MwLEMkhjSuv3CNUCbSU6vobMHcsrl2WBdlvAF18vIJD3yKCau1CFjkAidJSHXsvmdZefE3ifb33OFlawayNGjBgxYsSIEeK6JV52Z5LB5Kq5O26jaThl2KSm1WqpgZseD5rDWW2Lki1bPavT6WA0GuGmm27S/g+2dC0ABRjee2UXmrvjlEaVpfRLoReDsqher6eSEp4vm+YNBoNaeWTLdNiu8AQQ1pfDeSUwYuI/Go3UFMwKYQRxD3vYw3QuCUBWq5Wa/HmeturZaDTSQgGDwaDW7ZxjpfeGFb1oWrbG+uFwWNv139nZwXQ61ceaTAirldlSzvRFELwCJzf6O+04CYwzsTwJxJDpoCHd+yD7YTLKJoi2epQwZWVtpx+oM5atVlqB5BRFUWqZYCsbkuaQNNl7UwUsXBv28BFAs1CZH9eUgJJQ8UsS9Ja+V1i8VgUyAqOQpq0ak2b/bgizEKpbEfAkSYpOJ9E+Lmmam8+UstecSzGni+yNQIMMKCVhRSGAhoC/05EGlnUgDS1qQQN8nhdaWKIs5T7qdjvmOsp7smwFWxigCchkkyH8rWuuE+/tmo/gJEaMGDFixGjGVQEKE41QxlOC/+SbFbuApu49lNdtMglMUshM8Hfu7NNbAkDL/xIYMJniuGazmSbyBAT8XAIS239kOp3WzPXtdhtHR0eaKK5WK5WSMZFLkgSj0QjOifSMMi8mPfb8CVTs3Nh+MDxXJlBAKN9rAcxgMMBkMlGJ2e7uLnZ3dzGfz1GWpXaFn81mChoI4AgGbCPH3d3dmh+GTBBlaRz3cDhUaZkFWWRcLOPEJLLJCvHzQ1f0IMlrhiSVxUYid1phE2xGE3wBbiNBte8XCRdBAR+nbAs1kGj9TZQxBTAsjRylo3pb38OE2rJVlikE6PEpAbSraly2gWCK5XIBNpWklE9M+jSnO2UEiyLXsr718wxsSNMcz7VPwOZcgjS15clTAEVlrA+FE1arpc5Pr9dFr9dFlq1Rll5loPTbMNm3f4tkXUsJ4W631wATibIwXLdhM4EAJXhH2IdF7k0ygWE9N687gSaqJpNWBrZtbqp3bjwfI0aMGDFifC7HdtrDhE34gc1yuRZ4bCs5y3/u3EUHwj9yVh0iu8CqTpQ50SMxm80wn88xnU6xs7OD3d1dlZ1kWaZ6+yzLdMd+Op1q2V4AWoGIrMvu7q6a8Z1z6PV6OH/+PPb29nDjjTeaXWTxnIzHY+06v7OzowCC7IrtcUKwwN8tKGEwibRVuGyi2+/3dQzD4RAPe9jDtPnixYsXsVqtcO7cOezs7GiCxcSVTRZZjvj4+BhZluH+++/HxYsXlfWg94d+FBY1SJJE/TvL5RKDwUBfzxLGDErz7I43YPtXnLxGmp4Vro3TjObYgLr8jMzJdmmPq6RYCViRKhw3vM825AxMGtdMUvW4WVVrO0O329N1RjCX50GuyC9WvAsejLxialJ0Ol29zrJWhGmhJ2lnZ1StVzGXt9tt9Hr9iikJjQzb7Y6OX4BB8N0QgPGxJsjjuHhfSITnhZlJK0alg52dHXS7PRRFiclkgqLIdV2SrXEOyj6ygIYA6BXyvMBsNsNkMqlYD6fen3a7pfcqJZ08t/U613VtizwwLPsbwNlm9TqCU1Z0C2uqLg+73nDOnXfO3VN9fco590nze+cBHez6Pu/LnHPvcs79lXPu/c65Zz3UnxEjRoyrx/ve94d44Qu/BF/4hV+IV77ylVtf8yd/8id48pOfjFarhTe/+c21577lW74Fe3t7+LZv+7YH/Nmve93rcMMNN+D222/Hrbfeimc961m1nmkPJH72Z3/2Qb3v+7//+/HBD37wqq/5uq/7Orz3ve99UMePcXbjmgCF0UzWtu0u83V8rU3OT9pFtKyHPYZzTg3v3OHlTjMf5/GZZDCpyLIM0+kUs9kMBwcHuHLlirIT8/kcx8fHmM1m2iXdmvIPDw91PL2eJIYEItTjM6nkOTDpo/TFSpx4fFsFy5qDm9I5vpdlhMmK8H3OOYxGI4zHY+zu7uLhD384HvOYxyig29/fR7fb1a8kSTAcDnWemLBdvHgRR0dHapjneC24stp+jrd5rSxjZlmUZvLVlH7ZOWge5+xEkxFA4/dNb1aYg5PBVhPIy/vlufU6r1iKUFiB7JWV0UmzwMACCEBfVV3lF5jP58oUZNkaq9VSGTEZp7Az7AkSmjm2dD0ToLP8sD3vNE0UTNTXAHseueqL4LS+5m1/EDuHUsnL186VzGmv10ev18Xu7i7OnTtXgf5UZYv8IivLecqyDMvlCtPpBMvlorpP23ouYQ2GOQ9yVL/x90vGZNfENs/N5nPNa/1A17v3/rL3/nbv/e0AfhXAL/N3b7tOPnQxBfDd3vvHA/gnAF7jnNv5O/icGDFibImiKPBrv/YivPzlb8UHP/hBvOENb9iarD/60Y/G6173OnzXd33XxnM/+qM/it/5nd950GN49rOfjXvuuQcf+MAH0Ol08KY3velBHefBAJSiKPDa174Wj3vc4x7UZ8b4+x3XzaBsk7HYhNSWDW0aoq0MpW4eDtV+mDjZ5M2a2Uejkcq/uGNsO6cTmFgjPFkE2UHNVB7S7XbR7/fR7/fV9E7vBgEQQc58PlfvCv0xoZpR0PkTHFlPDhOlk5Jvzlcz4afxn2CJQM4yEWxeR4bIgqzVaqVVzAg+WHWMgIrHoreHYIYJHg34vA5WgkXGhqDLfr693pZFawIUPmerHDWB72lFSEg3vQPWx9EsZiBBT4a+y+ya2yRVenaE94beIzRSd7udymtSKCAJ9xnZlNwY4X3FIiyVVaQ/JU1bWl2O1997qIeFAD7LVlivM723CDSa96+wJalhTMIcCLMR/DbNuW2CWP4uvYgWG8ybvAaVST34O/hcUeS6QdHptNFusyJeYLHSNKlAkkOWrQB4XZf8e0VAZ4F4OAf7ersBEa6d/bvG5wKQqReRoF/ooVjvzrmfdc692Pz+8865FznnvsE598fOubc65/7GOXeXqz7QOfetzrl3Ouf+g3PuTc65YfO43vu/8d7/p+rnTwC4DODCZzzgGDFiXFd8+MN/joc//Atx002fj06ng+c85zl4y1vesvG6xzzmMbjttttqKg3GnXfeiZ2dz3xfgU2kWTzn7rvvxlOe8hQ86UlPwjd8wzfg4sWLAKR59POe9zw84QlPwG233Ybf//3fx8te9jIsFgvcfvvt+O7v/m4AwO/+7u/iK77iK3D77bfjBS94gW4KjUYjvPSlL8UTn/hEvPOd76yxIy984Qtxxx134NZbb8XLX/7yz/icYpztuC4PSpMd4S4jE16b9AIwVX/qXZRtWBDD5NgmLEyIeWNNp1NNHugRoRGcXdfpj1gsFhgOh2i1Wsq2sHs6WZhOp4PhcIjd3V015dMUb3uaJEmi5nv6WCwTYs+x6aOwyQrHTjBEPwolVQRI9H7QX0I6dTweYzabqYxluVxWWnwBUsvlUqVZaZrqa8iAtFot7Ozs6Hh4PRaLhfaeIWgDQvLNueB8NCt6kd1pMmcAKsNzXfLVDAI0fp22xAvYznzwMQEHAH0IISmXBLjZOdyGXd+WaaueVTDKZos0zQuQyGtGcAJOVrNjOV25L6U7O7unc+7Z/0fkYq6qYsVKb4WuDeeSWj8g/g3gZ9vzqvfzYJUyMiZlJakSMMTzCxX8Sh0rQUZZevWPsMJcnq+rcxSzf54TSOVmEyCAavY8SdMEvV4XFlQCoQmqBW32ehGY2Xs3FD3wChAFmHh4L34TeW+pAMZ7grQSIW/YlDg+BPGbAN4AYThSAN8J4Muqr6cAeByAjwP4PwB8u3PuzwC8DMCd3vu5c+5fAvjnAE7c4nTOfWX140cfigHHiBHj2nH58idx4cKj9PdHPvKRePe73/1ZHcOb3vQmvOMd78B9992HL/7iL8ZTn/pUAMBXf/VX413vehecc3jta1+LX/iFX8CrXvUq/NRP/RTG4zH+8i//EgBwcHCAZz7zmXjNa16De+65BwDwoQ99CG9605vwp3/6p2i32/ihH/ohvP71r8f3fu/3Yjab4SlPeQpe9apXbYzlZ37mZ3Du3DkURYE777wT73//+3Hbbbd99iYjxmc1rqsPChPvbegc2JTv8H02Idv2HoaVTPGfNg3ZDFbXIRvinMPR0RHW67U2c5xMJjVzPBM6+lOY/DPJzrJMq3Ex+ebvNIfbIJPAxJvlkOuJalqTbVmQZxN5AqVWq4XZbKY72Lbca3N+CFoICmxvF1YrozTM9k4hMKGczn63LAjB0u7urh6HYatN8fow0ebxWPbZXksmtDbRbTImzbVzFqJZlrcZljEICSlN8Zvsy+b76z1UxJxe1K475zzLQk8Tsnxkzlarpa43rk9psOh1TXHO5V7IUZYtBRHel1UTxLB2bYS1vFleun7dbPPBwECxyldYA6WuXQGlm8DWzg9BC6uJ8bv3qJgSV63HvOqdApSlq+5NlvwN668pOROfjkO329O/dfbc7XluKwRix2+uLsiYSSTwvqi/wj10fVC89/+vc27inHsCgFsA/Ln3/qA69ru89x+Vz3RvBPDV1dseB+DPqtd0ALzjpOM75x4B4HUQuddWROWc+wEAPwCI3CRGjBj/MOLZz342XvOa18B7jxe96EX4xV/8RbzsZS/DJz7xCTz72c/GfffdhyzL8Hmf93kAgLe97W144xvfqO8n42Ljj/7oj/C+970PX/7lXw5ANkpvvPFGAPJ/6JnPfObWsfze7/0efv3Xfx15nuO+++7DBz/4wQhQ/gHHNRkU7mpbuRV3HJvmbia79p+uTTqYnNtE3TYkpO59Op1qZS+yBgQifO/FixdRliWGw6G+1prkl8ulNktkA0bq0imPOjg40EpT7LjOTu1MxlgJi6wEk73ValWTb9ndVwtIgCBhYanfbQCGIIo/U4rD8sGXLl3SMe7s7Ggn+9lspibebWWJkyTBfD7XUqrdble9J8vlEtPpVD+HTNJkMsF4PFaGCgiAqZlQ2UpeNhnmF8FPs9Qwz7O+G382yg0TMJAtkYaFZIJofg7ghHKrENabwuQ8gBh7/qHYw0olX2QHCES4fqbTCcpSpF8yrx5ZVqAocgOcE+1vwvUr10fkUfO5VO4SJlD8Jd6zSSHPJQCRoshBEEBgznveskp65q4OMp1LFUyFax3mVxpThsaVNOTz3ufflF6viySR9Wn7nZA9akorQwPVomJSxXuyXgOrlYAk2QBJsFqJR6Xf71V/2wIrJucggIgR+qE4ZcwIVAjA5HzD+raMy+Zae0jiNwA8F8BjAPya/YjG64ie/9B7/0/tExVL8j9Wv/649/7fO+fGAP5XAD/mvX/PSR/uvf91AL8OAHfcccfp06AxYvwDiPPnH4FLlz6uv3/iE5/AIx7xiFMZi3MOT33qU/Erv/IreNnLXoaXvOQl+OEf/mE87WlPw9vf/na84hWvuO5jee/xfd/3ffi5n/u5jefo923GRz7yEfzSL/0S3vOe92B/fx/Pfe5ztWdbjH+YcV0eFP4TtWzAti8b2x6zen27s27fYxMN+/okSbSq1Gw2UwM75WBJIlIVmr752WREmNCwOhblI8vlEsfHx1iv1zg8PKx1r7fAjODGJv5NlogMQ9NzYuUc9nn7Hv5OFoLfCTgAaJ8SmoKHwyEuXLiAm2++WSVaACot/1IrOy0WC72RreGd/hN7TTgegpkgswmV2Dg3FmxuiyZ4tbK561kvpxFMMnlKAjDs+B7YOMPc1AtA2AjHTTauR6slSbjI9NqaQFtvkpUpASxhHNakVIprad8Vqda2rGRgiwokiN9CzpcsXgr6KJobD3aMlENtu98Jzurzl9R+t74PuedCk8Nwfh2kaaLSzPF4VwE7gFohAa5VAqPQZZ7rv+7/4PhEFtbS/iq2o7wFZPY6bUZd4mkLBTRZtYd4uf8+gKcCuB3A28zj/8g592gn0q//EsKU/BmAr3XOfX41zqFz7ou893/mg+n+3zvnugDeAuC13vt/+5CONkaMGNeML/qiL8e9934Yn/rUR5BlGd74xjfiaU972qmN5x3veAe+4Au+AABwdHSkYOm3fuu39DXf+I3fiLvuukt/Pzg4AIBqg0hyiDvvvBNvfvOb8elPfxoAcOXKFXzsYx+76mezF9t4PMbFixfx1re+9aE7sRhnMq7Lg9IECvZ5Pt4EKlZOwbAmelt9iEkAGzMyGaAMhEzLlStXMJvNAACDgXR8ZiLCZJzjYSlgsgeLheygDgYDjMdjLBYL3Xnt9/vVLm0POzs7ap5vSk/s9xtvvBHL5VIbHFo/ytWkStw9t0DP+lLI1HDcs9kMx8fH+n56S3q9Hvb39+G9x2Kx0Hnb39+HcyJxoRRsMpnAeyk0AECZpjzPMRwO9Q8Hrxk/w3p0KOlar9cYDAaYz+fKfvH5pi/JfoUkMawZAq+zAExsyBA5zub4/FUBy7Yk3YK/cE+RQSuRJMHbQVaJjBubZgJAp8My3GSovCbhANDrdUH/CK9JmiYKbGl8d85hOBzp2uv1ugpimudhv+/sjLBe59rgsJ60n3wNBZDQqyHVw5IkRZoGv5qAiqySp2XI87AzJt6SdVUWuQ/vUbGesqYGgz4ApwDMOWlQ6r1XPw9ZprIskCSdRl+i4F+xHh02kmSzxyyjnyZU+hI2Kr/mGuDjbFZpzfUPRXjvl865PwHwKV8vkfbnkIpfXwABLn/gvffOuX8G4E0ulCf+cQAfbhz2vwLwlQD2nHPfXz32T733f/mQDTxGjBgnRpq28IIXvAaveMU345WvLPD85z8ft956KwDgJ3/yJ3HHHXfgaU97Gt7znvfg6U9/Og4ODnD33Xfj5S9/OT7wgQ8AAL7ma74Gf/3Xf43pdIpHPvKR+I3f+A188zd/83WPgR6UsizxyEc+Eq973esAAK94xSvwnd/5ndjf38fXf/3X4yMf+QgA4Cd+4ifwohe9CI9//OORpile/vKX4xnPeAZ+4Ad+ALfddhue/OQn4/Wvfz1++qd/Gt/0Td+k8uO77roLt9xyy4njeOITn4gnPelJeOxjH4tHPepR+Kqv+qoHOasx/r6Eu5rE4JZbbvHPeMYzVNZlS3myolVzZ9zq2LcBFO7osmrX7u6usgVkBj796U8jz3NcunQJzjn0+31cvHgRzknVKeuDWK/X2mSRn0uU3u121WROP8pwOES/31cZFRkXJnrsIE+akUm5916PRYCyWq0wHo9rlayseX4bUHEu7BjzZyahbMDIPi7ee91VoPyNbEa/38e5c+dUwkW2he/jeaVpinvvvVfBhC3bvFqttATxaDTa8CDccMMN2N3dVeN9q9VCtytlXieTie5gz+dz3b3md56jNcxzl5xf9NzY6mu//du/jU9+8pOnhlj29x/rb7vtlfC+fj3DV2AAAjNQZwFtWPaOEq5ut2eAt3Q5n04nKAopA02WbjKZwDlgtcqq44ZdfTZZtNJCANp8k49RoihNFktlJJjMA6g6yDvtYA9IBazAOAjLMBpJHx72ZOHjnAPp9L4dnFM2Fzwj0mhyvaassaw2GDyuXDnQc+G9xH9ig8GguidDCe7VKtO/UbJZ4HB0dFzzgzkHNeMLG5qoRNMCheFwhF6vV6vKR4koPVosPEEwWZZFzYvCNcA5tBs9VjLLn9/73v8GR0f/8TNa804m/h4A3+G9//+qx74BwIu999/xmRz7gcYdd9zhY0+CGDE+s7j77vrvlTc9xoMI59z7vPd3nPY4YjywuKZJvinhsf9srybx2hZ2N5Y7xFYmJNWEgiyDn0EPik1Yjo6OtHoVd03pRWGCTqahKAqMRiPt72ABCBPw+XyuyReTIb6WLA0BFxNx23COCeA2H4WdK56XBQOcB56/7HAPNenK8xyj0QisKEZwR08O56TVamFvb08TH2m218NNN90EAOq5mc1m2qQySRLtGcMKZqxmliTS/I7SMctqWWO8re7Fn7dd++aasewck7ezEJtrOYyxrop8oGu+Xr2O5X9ZNlc2viWJDyW0g8dpuVxgtcqq0sAB+HBsXCuynspq/SZI01YFQFrqvSBrVpaFrj+76WDLhjsXimUQkACo2ARew/q1s1I2Subs3xIyKGVJoOSqde11bbE6l9z7cp55vgZ9Mt5LQYB+v6/jEO9NW6v/LRYLlSwKwO5UDEumfWGsRJQbElYyZ/8WEZDQ8F+W9Jdsrvlglg+9T0IBgebPDz6cmOP/AMD/THASI0aMGDFi/H2OqwKULMtw3333YTQaaeLLBN1W62pKoWw0fSZW1sNEhKwA2QRpHCcJz8HBgSbFi8UCh4eHNYaBr7Nmdmtotx3k+fx8PtfSxpcuXcJ4PG7IYlI159O30tx5DglUvRcIn6Okx5rh+ZhN0Pne0FhOzmkymWCxWGA0Gmn1Mb6eY5xOp+j3+2ru53kOBgMsl0tcvnxZJT0EXizBTBCzXq+xt7enu/ZkSjqdju4SX7p0Cfv7+3r+0+lUZXKAgDPLCDUBrD13a4y3kifO0WmH9M+ZqJ9JxrfdOwJsmsLD43WpozwGk9iG3fQsW1dgQc5fmiwWen3kfiiUKbA79a2WdH6nTIrnYIs82ATdOYfZbIper6+vEylTouZzspxJ4pCm7cpIL7I09jgJ52SvYeiZwnMnu2KlcnyvMJShkMBqJRsR3W5XpZ9F4UFTv8gPM12n63VenWeKdrujdfq9nwFwaLdbOodh80KYXILuJgvMnjOz2Uzve8oe+/2eslMCzlIAZe2anLQG7GMEfM3nHmxUkqvP2/L421D3o8SIESNGjBh/L+KaHhTu0nPHfVtvk6v9s20moE0GhsEdS+5gpmmKxWKhiTnlFZR1AVCvCJMz6Ri91ASEfRsIWMgyDIdDTfrJVJDB4OdbAMEEj+Ojdh8I0iXuTlsGoQlOCD7InjSZJ+6Ak63hZ1D2lqYpRqOR7maPRiM97rlz53TXfTKZKGAZjUbaM2U8HqPVaqlXh2NZrVbodrt63vT32LLH8/kco9FIGSnu2FP+1mRImrHNj3LSOjntsCWURRrnETC2hx3mNuCyeR5c8/VHQ5UoaPlcVu+Sfh95BfpCw0GCRIJBuUa5Xg9bZUvWZokkSavzKLQHECVXApAd2L3egmjp6RHGy0pm1mtFRsWudZ5zKAxQKpBpzpV4TgjqE4RqaYnKOckYlmWp5YO99xgMBgoopGnpugJX3WpdQuVoBG92biiZJPvKz5D+JcB6ncG5rjJSwgKlKt0iC8bjngRSnEtRlvnGc2dkuceIESNGjBhnLq7JoCwWC02Udnd3NcluJpTNnV37OBkFIDTvI3CwO7bsX0KNN5MKAoskSXDDDTcow8Bk3nY65/GY3PT7fU1sWN1nMpmoiZ5gYW9vD5Qw0WfDpIsVsay5n8wHd6kBqFGcvzeLAgDbWSaWS6Ufg+eVZRl6PSm52u/3MZ1Ocf/996uBn31b8jzH4eGhjrHf7+Pg4EDlPEy+LMhgH5ejoyMFg6yMxmtAbw6PP5vN8KVf+qVaHpfXZbFY1JixbQCF65ORnCQAACAASURBVKDZZ4Jxkjzusx1cIxyLlKJlZS92iWfyTeB9svcEEPDRatEcHjqMBwaRPT5Cl3QBRUkl9xspSLcenub9JiA+NFSUBLys/B1LdLs9JElYg71evxpfoSwCj8n16FxLH7cd1HmMZo8kVgOzpZelgFQ9yNxwHYuPQ0omE5izdDYlXmRaWq1UK5BR6iaFMObVebdr92S320G73QLLJ7NvEmWjBCrcFOA1WSyWyLIMN974MNAYL/MQikbY+d++7kvYZpZNcFv3s8eIESNGjBgxgOvwoFy+fBl7e3sKIKzXoinfsjvpTQmYlTbZZIiAhb9TLsQEgIZ29jWh3IsggSZtsh2LxUJ/5vOiOV9plbDz58/XyvlSFkVvCQBjuBXWhuWJ64lnUZN6MWzCZ30rdpfVyj/4mG0EaX06ZDUI3DqdjjJJPC7nh0zUaDTC8fGxmtmtMX84HGpCTLBiQRnHS4DI8fB8bTd5sjGWGWNs85nYtcIvq/E/CyBlPp9r1SvLeJF1sD4UASdNz0VT0mN9Wr4CH+F3MikC3pzeY7w3yNJRJtVut5Bla5Vacs3SwJ8kqbIEZSnXaTAYgpW/ylLK6XI9EzTynuG1JiNDHwXAfh85gFYtIQ9+laQ2D9vWvJ0jSeDLiiESACjz4aoCAkmN7SBjIj6dXMcMAJ1Ot9pMWG3IB7td8bd4HzY75NrS3J/qWOz50PwuIMPX2Bhe/5OYYz7feEaBCWVxZ4U5jBEjRowYMc5KXBWgOOdw6dIl3alnE0Nge38U+75mEHRQ122TGGv0ZZJKqRYrRfHz8zzXalqMbd4YyrUozaL8CQDOnz+PXq+nEjKO2ZreOT4LxpgI0ljL5/M813KmfO9JTMK2eSGgoZzNsg0cU7fbVV/IbDbT0smWnSGYYdLKssKf/vSntTQsG1cWRYHBYIDhcIjBYKAAjomtTVI5l0zObFLL8RKsNAGrTfi2rQ27duy8nl44zGazau2lxnQeZFo8BcumnHStiyJXoFvvhZLqMZikcm7JKLZaLQXS63VWO259M4Cm9Vb1maFsN3foBay3qoIP7O3BtdrS33lsgjFhNuTYvE7CWtS73vNY1xNM0GWtiZyNj1PqRQZI+rekWrxBNi7SGpsjn+/07xQAbUAaJKNJBTbaVVWzjkrggNCh3rnSVFwL8rUAUgCCjJPKZFvwxblpYhD+3mqlNYYlRowYMWLEiHGdfVA+9alPYbVaac8PJmw2ibashk3uuVNZFIX23GjqtbljzCSNYOL8+fMqu2IvEGromYQ1x0MAw0aDs9lMX89mhmxeyJ37/f19zOdzrV5lmRJKTMiUUALFhNuySqyOxHPnOVoAtm03GRCWgiyVLW/K9+7t7Sm7wt1hmvuLosDu7i7KssSVK1ewt7enoCnPc9xyyy06hyxLzCpn1p9iy/0CUFM7wVG329XSxBag2epjTLCZWG9jT7aBP5bHPX0GRa4RJYSdTtcAV9vDhDv0QGoUTBY4BHYtrZL/MAeWlQlektL4f3Isl2Snyqral3hCZDz198u1y5GmLU3m+T56m+z89vt9ZNkaSeL0HOkboWySSTjXZQAoJcoyra5bWxkge60tg3pSFEVZMUQEB9Lx3krQ5PzExO+9Nx6oUuWPXM/c0CjLEvv7+8q8ykbFuvJM5VivcwwG0GNZyaqVLrZaKdK0pSyr9dkIsCgVfCSJgJzAsm33mISO88KcyXtOe83HiBEjRowYZyuuKfECZGd+Npshz3MsFguMx2MAYafWyraAzaSkKd+xybkFMHxcdP/yOkq2KJXqdrvqzWDDQanc49VXMRqNtFEbTfAEEpR3dDodzOfzmp+E3pXRaGSMxMHAT49MsyyyBWdWumR3d8Pu8GaZXZuUcyzsIE8TOo/X7/drzSrJEq3XawUbZEEmk4mOgdIwCwqGwyEA6HvZ8ZVVvZrV2uz5cr69D7I8XkMyNJYdasp+rGSM58fxn4Ugo0XZH9ekXKsESVK/xpvB8rI8H7vm6+sBgPbacA5q8JZ5EvbCAvOiKJBlqyoxlipWBKOAN9KtUsEV16cFn4BU4WKRhABSLKi296ZXoER5EpkMJubNqmZW+mbDsgYiSyuR5/J++nDkOfGUOCcVxqRZJechSDK5Xlm9Dwh9YCwjRAaYYH+xEDa21+vrPRnWKmrySH6O9wSYhZ6HmOcFvNIXU2fawv1u5V8cf4wYMWLEiBEjxDUlXtZL8fGPfxxpmuLChQs1qY9NVrclJPznbL0mNsm3PUW891oml+Z26zuhJIk73PSfcByUf5HtyLIMSZJgZ2enlrjQQE7W4/Lly2i327j55pu1sR0ANYEz8QZCA0r2S+A8NZM/G5xDm5QzUWfib7tqW4M9QQh/JyNigdP+/j7yPMd4PMbR0ZE2oSRYsHKhkAyHjts05zvncHR0hE6ng/PnzytAsr0yWGbYgg4yU0y+Wq2WXjeevwVPnAeCIOecNpw83ah7Rg4PD5EkrqpgF1gju4ZtxSp7HCbsksSLd4XJrQVudfDnFZCQoel2O/AeapIXKSDBksd8LvKvVitFq9WGdDZP0et1dVxi8nYqmZRy2zMkSYrxeLfm5aAJHLCVxsRfwt4snCc5f1bpasxAA4jbkMQ/zIGsy+CzEQCb6+ecO7ePPC9qBSjImrAkN9ke3ov8HmRzLZAhAooaW8iS4iynLvOQKNOxWq30npH5DH1nRApHxjFvgFJZG1IQgGA89Jfh/RUjRowYMWLECHFNiZdNII+OjnT33r6myQSctGtqdyhtAk4zMCBsBfXjLJXrnMNoNNI+B9arYXfwCTo4Zn7WZDLBbDbDaDTSsrtNnwvL95KBoSSGkiq7281zoYHaNriz59Z8fT2prSdwtheDZZVscQGeD8+x3w+7vtKnoa9VuZbLJRaLhZZilv4ex1qemGCJ50pPiy0bTM+Q9aRQ7kIJmZXrWYDKRNgmX/Z1Fojw2M3HTyfqPVyWywWybLj9lY1zO3nNWyN9WDsMFj/gvSDXHMp42a7lBETBvB76fYRr4bBaLZFlIt+SEtKSOOf5WtcbgY80MOyC5YxFUhWO1Txnu3Eh5+xAL8fmufuN+8D+bEF4fYOjfqxWq42y9NWGgLAPXJeUcfGeFaZUGI3Vaomy9FWDxkQ3PWiQF4lkqXNZliXa7ZZ6UoRBcirpkr9Hsk7CerGbOcKshPmiT6kpc6zLvWLEiBEjRowYIa4p8bIVfoqiwH333VczPjd3SCmrsO+3Ei0btmNzlmXY29vTXfh2u40rV66oNGsymaimPMsyTaxHo5GyJmQI2NtjPp+j0+loFbKyLNVYPh6PcdNNN2G9XmO1WuHee+/FeDzWnVQLmCzTQCYBCFI09lwhc9KUctmwsi87d2RneOw0TdWPQC8Dd4Pb7bbKs8jAcDf4woULSNMUN9xwA6bTKSaTCY6Pj6tyqTcqAOJ5U75Ej8nx8bFKx65cuYI0TbVJo/Ua8TuZGStD43OsumYZJbImVtpFZubo6Ohay/GzEvSYAJJEHh9PDLiyiTh3x6VPCvPMIHfaBCzSW4T3So5er6/zxyai7F0ia67U3iisFtfpdJXhoO8hsHMsEd1XVpMV8YQt3EFZCtA8OlpWzQdzOBeuk/QiKZUdoN8FQK0EcL3YxcklpsO9AJBV8FVPkVYrzBvXDOfQGshFvtnhERUwUKrITYzVaoXVaqWlwUejnQo8iEeE7J2MX0z4q9US7XZHWTznWDWPHetDtS3nbC+UAE4IrPh30s6DlX7xPb7yrZwlWWOMGDHOTjz1qac9ghgxTjeuy4NiZRLs8t7cBeY/ZSYYNmyyzp1GPm7fmySJVpNiPxLqytkNmpW8uNPMju/WK8FkDIA22zt37pzutiZJok0OCZyKolAZGJNqluG1XgPKpWxCYhkUy7Q0mQ87H9uYBTs/oQyqHJfGdHoiKIWj8ZkMCOfGVhXj/Nqxcgy8npSYsccKX0f5HZNdAPoZAGo+mSb4apZZ3rZbbB/jTvhZiAC4XHV+LIPrwcpdAky2AxFJxENi3nyNBbGsJlUUebXuPIoiN9K8BaSXSqvGFNTXVAAPLLBAgEumQRJ8h6JwOv5uV3wvVnIn93A4L+tFYrJvr23zmoY1z3kIlaw22YQwPwIiAsvYanVUFiVADOh02grKuPYovbNVxbwvkWXr2jpkCWdeT5GYpdX7ghwvVPSSwgicA+uhs6Cqfn7hmp/MjvBxt3EdY8SIESNGjBjXAVBskmKrZdkdfz62rUQs328rWTUlUEyAi6LQHVACktlspok3wUtZluqTKIoC/X5fP2+5XAKAmn53d0VfPx6PdQfa+lSWyyUmkwmGwyF2dnZU7gSEviTdblf15mQ7yNZ0Op1audFtAKwp07JgismYnTu7E2uTQH63u67sXzKbzRRc2P4orVYLe3t76Ha7aprn55OFITPFXi+UtrELd5ZlWC6XKi1rjpXrg6DOAi57ze1asYkbGZ2mfPD0whr6Qz8NXisr2dpWgYn5ZrjOANmWZrNDkV2x4Wip3h1eQ0qUeN3JYtmNAIJFeph6vS6cS7THDeV6QGgKulqtlDUTVieY4gUYt5AklNzZilNSIjms8ZCYy+88PwI0OfeQtPM+qTfmFJCSwDlKyJi0O13TDM4dNzEAb8YmvhlhkFj6OtyXNMmTmWq3nXp+yrJAq9XVDQtbYropSQzrw4Fd5uvPhUIA24AKgRDLnMeIESNGjBgxQlzTJG939ygvOjw8xPnz5/Ux+0U/SbOilU2yLQNjO7QzEebu6Kc+9SntZs8St3w9JUrdbhfD4VDBw3A41OMVRYHJZILxeIwrV66g1WqpHKTT6eDKlSvKpuzu7qLb7aqPBYAa6FmCmGV/7a4swQqTGn63jMO23XOOke+1hl47Z7ZPC79YrpnsxmKxAADtFQNAe6AMBgOdm8PDQ63WxTlgbxv6HJiQsVqZ7VTfbrdx4403ajUzJnCMTqejY+E5MpHkY02QwsSf1/n05S6h+hIgiWaaCnM4GNCLYtc8q52FxosBkBCEuqqyU70HiKyVvLo+krQeHR0jzwvtcm4LJlCaRVaQcyjA21VgqsRyuUK/38N8PteknKCXEqZut4ter6usjC0KIcxEVjEKgX0gcJCeItJUsixDr5Cmv8qWVRapmIyR5Xltom/nLADgIJXiRoC9/znePA/9iQCg3Q5zs1wusF6zWpfT3jY8FuV03CSQbvOpykHTNMVoNNK/VVIZLUgWW60U63Xde8e/AeHcKOvyuj4sE3b6az5GjBgxYsQ4W3FNkzxQlyoBwGw2w/7+fk36Yd9j32d3HrexJwA0+QeChOrKlSu6MzwcDnF4eKjGcP5jt3IlVv4iiGJyTzM82YGiKDCdThWQsI8Ix0rQQPaAyZxljJjgMBFhcsfX26TdnjuBiGVRrJmfc2YrmjXnip9BIGV3lr336s2hBt97r30x2u02er0ejo+PtYwxgQkBUpZlGAwG2njRyu84P1aax5K2TRBqgahlVuz6sIkZ2arTDys9Ckl2lmXo9we1a6XvqIBKkDTVWZVm2VkAFUANniUye2LYJru3UGO4SIyKSl4lxwpVpMQXIUxJUQHMXM3iZF96vZ5WdZP70oFd1IU9aOu1EzamznrSvC+Vxupyvqutec5jnWWp98UREJfo3NXXfJDLsSeL/YxOp1vJFNfKNsmadkiSFP1+W6WhzSp53kuzSAFAiWFGLePpQE9Sk1WTOSQDtLn+AyjZ7I1ysgQsRowYMWLE+NyOa0q8+E+UO63OSVUsGtDru6ABgNjKXABqia0NggkmHcPhEB/96Ef1/TZRt1WuWEmK/+BpiucxR6ORNixkWWIyHr1eD8vlEjs7OwpyeC5s+mabUlpTN5kHejcA6LiAeoNGggnLpnB+tsm3uDNMBonJmAUtDAso6CGxYIblmafTqX42q6Lt7+9jvV5jOp3i3LlzSJJEDeq2Gz0TuvV6rWCOxQRYVrjdbmtVJM69rQRmK5Ix7DgppZnNZlvXx2mE3c1nYrxcrjAYZEhTVnGqr/uQxNfB5LYgmKAEqNPp4ODgSiW1YkNI+Ywkqa8jSq4AkXaRnUrTBO12tyq9W6Dd7lQ9QYQBYRf5Xq9bOx59EEAbnU5i7rmWJtc0tovsDCCzYXugNDczpNeLlUIRqG3KwmRt0NOVmNfVC2vwXrEV3+y1SNMWAJGJAkBZQtfwYDBQCelgMECSOCwWy9p1Yg8W3p8Ec0dHx8qmyt+lpFYsI7AxvjZOK/+zGzy8V7JstXV9xIgRI0aMGJ/rcV0meSsvIvig1IRJqE0kbHWvax2TAMBKgWhOB6B6fHY+p/TIshbs4eG9x87Ojlahms/n2k3eMiVA2L2nbp+d5dvtNgaDgZYy5vs4Zus3see7jU1i8Liyw11nPOxcEJjQE8LdXDIVrBTG3VkyGgwyJVZeQmkcEPwHBA+LxUIrou3s7GyUVR4MBmBZVspnKBu6cOGCjo1sS5MVuxYjQjBHyZg9l9MO7ogzoZZzLStfBpCmm2Z/+X41kMVE2vaEYW8VX/M+CchoI8/XNZAKCKOQ56GHh3ikOsoa0sdCpqS55rmGAhhOaswEpU8cc1jXDtbkXhQerdb2NS8sC0G7XQe+mqNgJOd6EwZEOqvz/dzYCEl/AL4AkOeB/ePxKY3jXIXNBej93O12aqWVefx2u6MbMiIHQyV3cxiNhhUw8sq2NFmxa5XJtiAlANIYMWLEiBEjho0HBFD4MwHKSRKFpi/lpJ1xMg+sZEOjtPWl8BhMzi1woDSs3W5jtVqpN4M7oLaHBFkPmu+ZxJEFoI+FJvHFYqF+FiZ57CcC1Mvl2oSJc2Tnhb/brtd2ruycsYIZ56AJ/izbxCSM18ca3G2wRDKN11mWKRgk00L5j3NSUjnPcy0wYM/FAsn1eq3z2Uwcryd4XMq7tlWAO72wkqwACE9az+HxYKLfelTHhod5lTwXtUakIocLZYd5vYNsSXptdDppVa2tYxiZAPgIXlnlSkzvCfK8UHZSfCxFxcwU1bWs97bhBgLP0bIq29iN8Hu93019PupyJwLdIP+UMsf22DxO01jfaqWQ3i11YCBzyDLMJfI8SAgFwBTo9doVOHO1JqbNNcwGlXLcovKYdWrSrusNC1CakskYMWLEiBEjhsQDAij0YhRFgfl8jsFgoElIPYFKaqwCdzSpU7fJjE0ajo6OdLd/tVqpYZcd451z2Nvbw2KxwM7OjibVly5dUvM7u5GTZdnd3VUDNjtP8+cPf/jD6PV62nAQEHM5E296Vyh3okSK50iWgGCJCU5otlevYkVwx91wPs/kykrWKG1j0s6KTGQqbPJHUGPn3Dmn/U84dzz2uXPn9PPoRbG799KLQxLkw8NDldMRJCZJ6KzNx60sZrFY1KRr9mcrh6KfZ7FYKFA8K8majMPp9Zbyzhk6nXYNmFPKE+RHPOfQzVyOB4TEPEgDF4ulAsqwbhKU5RrrdQbAod/vq8yO10CqtknZYJbNdU58LQTS7DOUZV5/vnTpklZ+41x3OlJRqihKfZ2AgqK2loNXJNzrNJmLNMqueTlf56AMBb0knDeA7Eq9mAT9LZx7MhXeNxmI0J2d12u5ZJnytb4HgJZc5kZE3QPkFXSTTZX7OVXwx3tXGkYSWMh7bXEAGwQwHLc9Z8tWxogRI0Yz7r77tEdwehF7wMQArrPMsP3iP2MrVQLsDjK2Pr7tOWvYpWHbGtVZDavb7WKxWKDVaqHf72tZYe+9JrZMjCkJ29/fx97enjIy7K5O9mc+nyujsL+/DyDIkpxz2gWdMjQAyvRYWRuTcrI5lkloJulA3eTOc7Bf9jELKrz3KmWzlcQsoCG7QZaEEp79/X0FE0VRKJgry1IlW7u7u1opabFY4OjoCAcHB1pYgMclYzWbzVSG573XktDNHWECneaasAkdz/WsSLw4fFf5G4JXor5Lf/U1v/3Y9FhQ2mQbmTZBvcgZZS3aBob0QSRJqoluWRbo9wfo9/vKMlpDuGUTvS8xGPSrc2SZXFczvnN9hkatoWu8sC6s8EWGzfb/ILMgkjf790POwTKHYc7C/IX5KorceHvqxTrItpBx4rkCXpunlmWBsvSVx4z3UWhcaRuXLpcLzOeLijUskedAkoicK01Z1jhcBylPnNV8Rwxe26vFA2UcY8SIESNGjM+VuGYVL6sBZxLMXUaW+d1WyQvYrGpjE3FrdOcxrBxrPp8r6Gi1Wlredjqdot/vYzikHly8EsfHx8pw7O7uwnuPe++9F+12G0dHR9jf38dqtcLx8XFNtjQcDpUNyLJMe6GwlCv16Bw/k/x+vw/vPXq9ngIgekBskm7nzpZibfYCYVi5C4Ga9dlwfq2khce0CdG5c+dw4cKFjXlnsspzIsiw4xsOh+h0OlpKejqdYrFYYDKZ6ByXZYnDw0M87GEP0/NvXn+yRpzvpheC52pLxp42gyLjDMk4d/4pQczzAq0WUJZiYA/va8qYmiW66WFqVfNP+ZY0aaQci9c6SaT8tfelgvDQw8Oj02ljuVxV7B1LY3scHx8hSVJl/4oix3JZ9wd1Ot3qPGQt9HrixUiSUB6cFbvCWg0NHFlVjOOnEV/PXIGdVOUSw7wtJ1wPdlrnGrFsY5CXbZdNWiM6vWdNYG//5siGQ7txDK/gnKWk2YuJcsckEV8M2Vs53jZwGtixUGCgLuUkA8XXnfaajxEjRowYMc5aXBOgNNkTm4gwkd6WaDO2JQtAvXkhdxvb7baWCqZHhGCETAgTmNlspjKr6XSK6XSKXq+nZnop2RrYkMuXL6t8jFV9yKIMBgOkaapggwCFbAElL+zTwZ1pIPSNsPNEJsUCNRsEHwQWTS+GBRMcL3fFrUyMP/OYBExJkqhsjYkW5WJNpoKJNxM0HoeyLyZv3W4X+/v7uO+++3Q33jJdvL6bfoWT19a2dXEWogku7fWT+bmeXe96KeVwLH4GAWEKgIZu8Z8QjAhgD/IxAS6S+K9WK2TZStcnZYkCfkLPE7tORe6V6b1GpqYsPcqyQKeT6j0la8HB+3V1LokySGlqE2vbnDQAkGbOXWcSw+u43iyrwrkIFcsIWqA/85jeQ8sjC8CF+k3CBkv9HqTszN6DVhrJvz+tVks3P7gBYJmuMAZfG8+JK6K2zreX244RI0aMGDFiXAOgWLkJE/FmYm3ZgJPkLtsSUPYzoc58Op3q5+3s7CggsBIYmsDpkbCVxKTxXK9K3DIcHx8re8IdX1bCIvgZDoc1wzj7q/CzmKyxGhglXc3zB6DP28pW25gSHhOoN6ojq0EwEbwLYSeZQIgAod/vqyyNGntKsu6//34FZExcx+OxMiR23GSssixTEMPr7pzD/v6+VlB71KMehV6vh09+8pNYr9e4cuUKzp8/r54hgqymaZlz1/Sh2GTvWhWQPhvBdWzZQjIqMmebyfT242y+RipllSqXsqCz2+0CQK1xn+zQt5RlaibSadrS0res/EYpIyuF2XuW7GRRBFDJ9UrgynNfr7OqbC/7A9WTcOdQ6w0krwmyxWafEysfk+++Gl8orW2BIVkbzr1sHBBYOZVtAVBgPZ1OURQCyNhZvtfrwTlXvVbGnqYtpCkUrMlchVLenAvO697eHtpt8chZ/x2ldgLwtm3UhAad1aowaz+CkxgxYsSIEeOkuC4GBYD+87aJ87Zd8G1+k+aONI+XZZn20OBz9Jz0ej1lSZigAKEiFTum20pXZGCOjo50vOfPn6+VCravZzduAhPnpOGjNSPzvWG3uVTWwXpNmKCUZaklWy1w42vs/NnHuUPL8diu2c1xE3BQ+pOmqWruZ7MZVquVNmrkfAezcfDN8FzKsqzkQIWa3i1oImDiebVaLezt7Rn/Q1n7jGsxJ2HXvJ7YnQW5i1wvVOOpMyiy5utyHYl6E0Z5LfQ99hoURV7roWHBIIEzX88kVlgQab7I9/B4kuDL/cD5k/LQhb7fsjcCgr0BJkCSdNBqEciECnjOBTAOOH29dI+vbz4ISGhW7rPrP8idAjAv9T28N+pVugLLyo2K0B8J1dpPsFplKIq81oCRnxOYDnaMD2te1nmpoLE+9lBWnExXr9ev5rXZ8yT0ptm+piy7stkf5bTXfIwYMWLEiHHW4qpaFZuI2R1WIAAUm2yelJg2kzzLHHCn0gKOspTu74vFQhNesg5M5DgmVs3K8xxHR0fqXWEizySfjIj3XiUb1JhbXwXlUQBqwIaVumhWtn0mbIJlfRQWwNhz5jk2k3SyOXyMc2ybNDbBAKVpTG6tvM2yFDxf28OGQIRjJcMEQHePrTGeIDDPc4xGI4xGI2W1CGCA0JST52ALAjS/N0Hu2UnWJKFugqb6mK+2+90sw8v3c40XtTLRYsrOFXwCZFAITlMA9eaXUpEu9AYCoNddKnrxfvVYrZbwPjTG5HvY5Z5siC3Zyz4dvPdkPfD8ocl+04MW1n+YS3ZfD3NYVuPJq14wdXBg592u0XCftat7oKgaVq4NGAnXiGuY5xJM/cETZJus8l6xVb5YhlnYxm5ljg+d6uVYwbPTvN/r3zfZtbOz5mPEiBEjRoyzEdes4rVarTAajTRJthIvynlsD4PrTTJt5+UsyzCbzTAejzGZTLQPCXfsLcPBbvGsQDWdTgFAWQRW6uLO52KxUAkTwRDLIwMBMNmSwjw3m5ixzCtLkFLyxkTPymOayRV/ZhLI3Vv+bGVdtmEeS75akMZxtVqtWp+WS5cuKdALu8NyHmSEWJCAsh+7Y2y9N01PSbMppwV9/X5fjcP0pYQKVIlJmENJZZtAbmPhTjukH07ouE4mBbDJNZkffl17zVu2KM8L7T+zWq2q+Q/lqtlAEIAWERAQu6p5qeg/sQUYCKalwWBSyRvbAOpr3paI9j5IOjlWXndeS/mSKl5yjAC+ydAAcqzAQhGchqaisi7JriR6zvK5Yta3QIHj4prj35nZbAYpA45+LQAAIABJREFU2Ws3MUQ+1WqlepxQGpzd7aVZpP2M5joka9Jq0XRf6lg556G4AJms4JGzTJxdJ01ge1bWfIwYMWLEiHGW4poAxUp2rEbb7uLanUsG//EDm40JLXNAGRV/DzueIiWiVIkdsieTCcqyxGg0wu7ubjiRiknh57ISEhNvjoPJyGAwwHQ6VWDBJNom5Xbnn4wFEyXLDjTZJCZ/zepVTOQIHJqAznoBQq+GVOeY79/Z2dHHrcQKCAZ8ghQreeG4B4OBAiRbOtmO31Y6I5NEgEQvg513m/Cy70qdQahXYWoySPYcTztsOeGQiNuSvInKp5rJJtdX8zyCvCcAwiaDxvuB15QeB2E/PDqdrlZdA+qdyzn/7Jy+ueaATqeN1SqUxW0Cw/r8+9qxwvVzOheArdSWoCg8WLHLhqtKD9tNDI6N5vfmPdVkGFjpz87X5ryXSJIWkmSz2len01a2IwAsmOuI2ueyHLMwPyJFa7cpt3TVGnF6v4mPrSn1axbHsCxKWP/XA25jxIgRI0aMz6W4LgaF/7S3MSg2wbQJ07aeFhbcMOElS8A+HZQqAVICeLlcVjul8hmPfvSja6VxkyTBeDzWcdnPtwn8YrHQrytXrqjhlcxAv9+vdZFmss0d5KZXxurYeQwmQ977ms/AendskrZNigJAGQrrreF3HpesDsEc55uSq263q4kbv7z36Ha7aq63khbbJ4XJLpNQy0h1Oh014jPRJutj10QTnIQdcpuY1UsOn5VgXw2g7kORtR5M8mXpkaZihE6S7VKduh/C19Z+u91S6RFZK5beptTPe4+9vX0FlBwLq7XZhJ/mcSvp49d8PsdisQS9GFxPZBaAenW5PJfu84EJCL4TKzkMzJItrRuAnTzHClxBHsbPs9df3pMqYAGc+axQnjeAOQcgRZoK4yT3RrP6mjcSxTpTkqZtA4xDQ0mORxSwRfX+AKBYAYwgI4DE+nWvA8DwXHPtx4gRI0aMGDHqcU2AYqVYQEi2T2q+d7V/ujZZY6JDrwjBhJVDXb58WZPqnZ0d9YnwGFauxB19ICS7VjrS7XZVFrW7u4ujo6Oq6k+h/hfbEZ3vpz6fTA+ZhfV6XZM9bZN0ESA0kxW7W8xz4XHI9tAv0u120e12MRqNdO4PDw9rYM97r8mmbeTY3BVnomavly2J3O12sV6vFSDyGPb8CJ7I8tjdd859cw00d7ubj521kJ3u+i58s9cH43pPg8k959Im2pbhYoW6VqtVYw04DrvmtvWeEQZDfua67XQ66PV6WC4XWK0yvdcAbiS42n0lAEEM83leKNAQ0FIv8sDPDnIm3ud2zdueSHZOAtAHQtly8ZmlWhnPOanoZ2VkMgcpnCtRlgTz2BiPnAfnSa6rGOJRzXOKonBa/YtAyoJNy+zIWDcrcX0ma/4MkIYxYsSIESPGmYqrAhSbSG3umAYphN0VbzIJTWkPk2mrmWfCn+c5VitpKnf//ffDe4/xeIxer4f5fF7T25NNoPmdiZjdxQegUim+rigK7OzsoN/vYzKZYLVaabWwsLOa1pJwli5erVb6GZRGsYyprZgFBD0/z59MjJ275vxwHm0JWMqt+DoLjKwsqAkmmuyNBYTNPih2zEyC7XW1sjYA2juG14LnQYDUarWwWq0UzDXH2JT6cA00DemnFXJOdUAN1NmesF5CJS8r4Womo8GcbfvelDWwMJvNAECLHhAQh54eYXOA91mrlcL7OgNlAbotKCH9VVbK0JBhkPHVpZtSTEHYJDIpIo1qo9UKlevs9Qr3PyASsVTXMj/H+3pCHjY26jLRwL7U14+cGps/yu+U4Mn76psEgQEjuKRMTb6H+yQFq46F9ewUhIissY2iqPc3otxLpHh1Wei2ubGgLQCh01/zMWLEiBEjxlmKazIoy+VSmyfqm6qd2W1Jpk0mmkFJFRPXfr+vyT89IzS/P+IRj6iZc4fDIYqiUGnLeDwGEJIxJtaWoQCgr2NCRpPreDzGTTfdpMbuy5cvI89zHBwcIE1TjMdjTcJY+coCI3ox2Lyx1+udmGTbHXIrgaKcLZikQ8M+QLrB9/t9OOfU/N70glj/At/bZJnIrgwGA/R6PZW1cP74HrJRAGqgiKDR9m9hbxhe+/V6raCPTNTVZFvN5I2PnQVmRa73Gt7X/R4h+Q7BnfiTjPJNgBf6luTqGeH8jcdjrQ4ln9XR9xAM85gAE+R0I/nl62xpbVsUgZ8xm81V/uicQ7/fw3oNsHEjjexJQtZB1o0Aba9FH5hkS9LPsGxpWSXkQd7J+ymsVQEZXK+8DvZvipUkWtaiuW7a7ZYyQO12B+12C6w+BliPEE360PuKxxJGxan8zTkgy9bVvQ+dR5E3rlQ2d/3r94GveefceQB/VP16E4ACwP3V71/hvc+u88Ov9/M+D8DvQ7RuLQCv9t7/m4fyM2LEiBGD8epXPx/vfe+/wyMfeSP+6q/+autrjo6O8D3f8z3427/9W+R5jh/5kR/B8573PHzsYx/D05/+dP0f9ZKXvAQ/+IM/eN2f7Zx7BYD/FsBjvPefrh6beu9HD8GpwTl3E4B/DeDLARwCuAjgX3jv/6Nz7lYAvwLgEZC/t78N4KcB3ALgHQAe7U19eufcPQBeAOBbAUy997/knHsdgK8FcAygD+BdAH7ce/+J6j0/A+B7Aezbc3LO3QLgNwHcAOAKgO/he8xr/hjAK733/5t57F8A+BIAPwXgf/DeP+sBzsc15/aaLbGZINg+KNtkPNcYiB7LJqbOOU3Oi6LAbDbTilCh8k6iifZwOMRgMNBGjgBq7AgQkprm+9kNnbIwmxgwWaIRn7vXZDysxIPnERLWAIya52vDdrYOnbrrfVE4D0xGKfGxiRl9O/TTcGxkM/hF2RvBiS1HbBkPK/8iGOPjBJN2d90yJWzOSHDZfN0DSLyuOnef7agzOvUmjdcb2+RP1TPVevMV+MvUM0Q/CBN+MoTtdlvlTjx2qxVKflN2ZNckASXXMxNtngPBRyjGIJ3iWSDAsqHyu+1LQsbBnu/mHHBc8r7A5NnzsCCF0i7LwPI60HNlmzpKPxICllLnheDEuUTBCj/PgkyCO/pZuHYtGA3fk9r9wfu0/vVApIubJaivFd77y9772733twP4VQC/zN8fanBSxb0A/rPq874SwH/vnLvx7+BzYsSIEQN33vlcvOIVf3jV19x111143OMeh7/4i7/A29/+drz0pS9FlmV4+MMfjne+852455578O53vxuvfOUrce+99z7QIVwC8NIHOfwTw8k/vX8L4O3e+y/w3n8ZgP8OwMOcc30AfwABAF8C4ImQv7c/5L3/KIC/BfA15liPBbDjvX/3lo/6Ue/9EyHA4f8B8H865+h/uBvAV2x5zy8B+G3v/W0A/hWAn9vymjcAeE7jsecAeIP3/t5t4MQ5d00C5FpxXVW8ZrNZrT8HgI1kg8/Z19gqVk22ZTAYqJ+CifdiscCFCxe0/0mn06mZs9n1HIAm8957fY6SmGpyjCykVAO4ra5FRoKd2FnylYmdNX/zmNYoTyaGv1sjPM+fv9tywSHBKmtJGMETyx2TKQFQ84U0+2UwyaO8qixLPQZ9N5TVWcmeBT/bpHp8rN/v644x2SSujSzLsLOzg9VqpUzX0dERer1eDUDxuvN8gvQHtTGchSjLsmr+FyptAdztDq+zzwWjvGU4gABqvDIhy+VCJWTr9Rqj0VCvZ5q2VFrEhF06ulN6JmwE16iUueVtbA39pYKQ5jXgccgG2up0vN94nhYsAECaJuj1+ppU2+MC9bLCLPML2CaFocgAQbAwHe0GGIT6QuiRsfdiADCU29H0L6yS/O2oV/3iPUqZlq2kxesRKna14X1Ym2UZZJcs3U3PXKfTwXK5QKsVJKgWaPM+teBFxhX+Vn4m4Zz7WQD3eu9fU/3+85B/an8D4F8CWAL4fABvA/Bi7713zn0rgJ8E0AXwYQDP997P7HG99yvzaxeCqk5/ByFGjBj/IOPxj//PcfHiR6/6GuccJpMJvPeYTqc4d+5crcARIMWdHuTf1t8E8Fzn3M977680PveHATy/+vW13vt/7Zx7DIC3QliOrwTwSQDf7r1fNI77jwGsvfe/yge8939RHfefAfhT7/3/Xj0+d869GMDbAdyFAA7+r+qtzwHwxqudhJd/Nr/snHs6hGV5i/f+XdXnNV/+OAA/XP38xwD+ly2HfDOAn3bOdbz3WXXeNwP4v6uf/533/vHOuecCeAaAEYDUOfdfAHgLgH0AbQA/4b1/y9XGbuOaDAoQyszanU+bmFxt15DJsH1fM+Fvt9s4PDzUssHc9WXFKAIQsgGWHeHvBAzc8bfgxoIqu2tLYGQla03wwp4TFnyR0QlVkMI08hhNtoXJjE2W+Hq+hsZoW7GJx7BzR+BgAYb1i7CowP7+PnZ2dhTU8Zwss8J5JiCjbIfsUX3XfrMDOr/bhM0yTnat/H0K6RjeLHtsf776Tnl4Hw3j4XGp/pViuVyYinTB95SmLQUnlA6FueQ65dyn5jFW2Ctr1wmASchD40fLGgTjd6nAwLIYAKWd6cY1tePi+8g41NmnIJfi+8L9nNbGG14vUix73zTHxbXZ63XR7w8U6Mt1lPcK0AtzaX1mNP4TIIc1j+q5TXaUnynnGJiyU1rvvwng+6pxpQC+E8D/VD33FAAvhPwT+lIA316xIC8DcKf3/skA3g/gn287sHPuMc659wP4GICf8d5f/Ls8kRgxYsS4Wrz4xS/Ghz70Idx88814whOegFe/+tWab3384x/Hbbfdhkc96lH4sR/7Mdx8880P9PBTyN/T2t9D59yXAXge5O/pPwLwXzvnnlQ9/UUA7vLe3wqRbj1zy3EfD+B9J3zmrc3nvPf/CcDIObcL4PcAfIdhJJ4NAS3XE/8BwGOv8Zq/gIAKAHg6gB0ncmI7nisA/hwCdgABSb/ntyf/TwbwLO/910I2x55e/Z/5xwBe5R7AP8hrmuSTJFGfBB+zzzOpoayoaYjmV9PYTtCwWCxw6dIlnDt3rjLxdjAcDpXxYPJLEGG7ldvEnZ/H8XFMfI5yJevzsI3jiLiTJFHvi20QScaITMVqtdKxcNxNM7plPVg+lmGlVMPhEL6SpVkAx4Sf47c6ebJKHOv58+eRpqHy0eZubWh2B9iO4yHR4mvDznaiDBPn20r8eD7Hx8e44YYbkGWZAkOyOZTPNdekXRvNr9MMzjc7lMtj9vnNxD2su6aZ3qPVCgkxH1+v15jNZhgMBqYKXWKaF7oN0AxsspbN72FM8nuaOgUKMp66TyTPHZIksGVcV5R5NVmXosgVSAiwpxwLVSNIV+s5ZKvoyefzfvz/23vbKM2u6jzw2e9XVVd1q5GQQgxIID7GRiAtGZqPIXgcO2YyKBEQsD3EHjuMSQhe9jCOIXGMl5fjWSs4GCfBMXawVwwZezyY5YkdxAyYwcYef2AZNyAD5huMliSQUCO1uru66v088+Pc557n7Pe+VdVSS1Wg/axVq9733nPPPefcc6v2c56990GbbMLHbJXy1pIts7xhIt+t7Npl2NzcgFlv6b3JoDKpiykl+UFJcgAwnXAmfST9ZU+XnJ64Vv52dnZw9OjRhsj32+v0/eia88ufH/h8Tyl9zszOmtm1yD7LH0wp3dvc/+aU3QRgZr8J4HnNZdcA+EBTZoS8AthV9xcBXGdmjwHwO2b2f6WUTvlyZvZKAK8EgKuuuuoB9ykQCAS68N73vhfXX3893v/+9+Pzn/88nv/85+NbvuVbcMkll+DKK6/ERz/6UXzpS1/Ci1/8Ynznd34nHvWoR13oLf4DgFvM7Ofk2PMA/A5VZjP7bWS3q5sA/HVK6Zam3IcAPP4BddAhpXSXmX0cwN8xs7sAzFJK3QE6y9gPGXgtgDc36scfIatAXe4sVHLe2fx+xYr63ifqkwF4vZn9dwAWyDE2jwJw534avy8Fhf7fxH4IkK5u6sqnGsm9Xq/d1I/qQfGZ77XGm8ZCMMhd26DGhq42E1QLWFZVE1VhhsNh+0OjTQ0ujoWSMm/wA6gIG+sn2VBSpIYM26RGJ/uvK75UhzY2Ntr0w4985CPb79p3bxD52Bug3q+G7eEz8OmWtV06Jv1+vyWwDBzW+6wiHYeJmHhQqSL2R/qX5zy/62eS3n6/18xtr2gwFqJ85yo/oemE/T0APrOiXDLORAk9j3Ge5XYXdyYl+wD3gEko+6aU/T34DLXdVBc0I1dq3anQ3l+h76/GAGUSxwWONWxubmA4HFXvjD6DfD/eu3bNK/E4aNtDVamorbU3k45lPl9SglMRq6fI7nOeny8ifhXAy5FX+d66S0PIYH83lfiVa1JKrzSz55rZLc3PDa7ddwD4FArBgTv/KymlEymlE1dcccXF6lMgEAhUeNvb3oaXvOQlMDM86UlPwtVXX41PfepTVZlHP/rReNrTnoY//uM/vuD6U0qnkRXoH9rnJeoKOwcwMLMr5W/pqwD8FYBnrLj+E/6cmT0BOfj9THOI5OBl2L96AgDfDOCTuxVIOYbkJSmlb0Z2CeYYeLwTmSQ9HcBGSmmVIqSuwt+LHHz/jJRjGe8CsN55VQf2TVCYyUl/mo7s+Y9Ws0qpcUujfX19vc3wRcNOiQRXXrNfeKpW7/0qrRoruoGirkaT8NDViQqIKjxqZLN/VHC0v9xkkvfV1VwlTWwjFQU/ZiQsbCvbqAaRkinu53LppZfi+PHjrXLRVacSJ7ZH76/uayQyvL9uzMlrvbFulrOMaSC3Kj1+DLUNh5GcAHSHKzEQdN/JqDfe64L2SftM4z/Pa+6AjvY8DWUqIVl5yca2Gs+6A7on654YlcDvnjxXkl7v6lQb83xnagM/bzJZ9y+7YhWSVqdl1vbKKGGxKCoo0yizO/q3pt/vYTRaw/r6ehMvdqRypSzjXkiHPofcHv986kB8/cmEZLc5D8xm09YlMh9TIlYv0pTfy+TkIk3//wLgRgDXI8eaEM8xs6ssu359N7JS8gEA39r8E4SZbZrZk1NKHxDS8m4ze6yZrTdlHonsY/2Zi9LaQCAQuB+46qqr8Pu/n5MZ3nXXXfj0pz+NJzzhCbj99tuxvZ1DP+699178yZ/8Cb7xG7/x/t7m3yFnyeIf+D9GdrPaMLNNZFeolewnpXSb/C19C4D3A1hrlGYAgJldZ2bfAuA3ADzPzL6jOX4EWcX5WanytwHcgOzetWv8SVOHmdmrAXwDgF2zDpjZ5Vby8P846gUu7dM55BiVt2L/JOk4gK+klKZm9m3ICv++sWeQPP85c68QPeYNSxpQdM3y7l408MfjMTY2NnDq1Cmsr69Xu7izrO7crrElvL+qIppCVQ2WlOoNDPWcus2w7Snl4P3JZNKmVmZ71MWKmbQ0aJ+GH39r7Auvz77wJRUy66abFtvB8eX46YZ7/O2NJg2YJ8noGhPfZ3Vd0/01Uiqpk+mqpgYXM52pWwsTG/C3meHcuXNVgLOqC7qS3KX6HBRoSI7HExljzWZVyqoRbpZ3F9dgbxr48/kMw+EIW1tbLSn2MTokLbymVl7gCGtuI12WtD1USvIu9TV5Kf0D+n3dk2WG6XTW9o+qAvtDdz/GxuTrsyFPYqGxL+V6zr+E8jcQEtO2nC6YhITjkBWkQdV2HXuSDZIKPyb5uh56PSqWpVweEmv7nAlHwmxW79/C8cuqWpm/i8Uc/T7fbbp2jpt3b9Ex1/08q+9xf5FS2jGzPwJwZ5J0lMh+w28B8ERk4nJTSilZDsx8h5UML69DDpZXPA3AG81sgfwC/ExK6RMPuLGBQCDQgTe+8R/i4x//Q5w9ewqPfexj8dM//dN4xStegbe8JceWv+pVr8JP/uRP4uUvfzmuvfZapJTwhje8AZdffjne97734TWveU379/a1r30trr322vvVjpTSKTP7HQD/rPn+YctpfD/YFPlPKaWPWA4Q3099yXLA+pvM7MeQYzO+iJxmeNvMXgTgF8zsFwH0Afw6gDfL9afN7M8A/M2U0hd2udUbzewnAWwgpxn+ttRkeDSznwXwPQA2zOz2pg//CsDfBvAzlv2//wi7K0dvR85G5jN6rcJvAHiXmX0MwElkFX7fsN0MwksuuSRxZ+vhcIhv//ZvR7/fb33nSRyGwyE2NzeXMlDRsD5yJK92Hj16FJdccgl2dnYwGo3w1a9+Fdvb2+3K++bmJgBULkZqjNNA0PiTqjOt0VD+PysRAIpRruhyu1gsFtja2sK5c+fazF5qONJYO378eOV2prEtJBt6T5KXki0pVcHl2he2n9fxOwmg9sNnwiJp0HGpV3JLXzU+wseikEBxXJnNjRnJptMp1tfXMZ1O22xh3Fej1+vhrrvuanenZ1zRZJIzZHFs77333nY/nA9/+MO45557Diyqfn39cWky+S6g2WjwyU9+MrifRnGT6rUKHEm3rvTn9Lb52NraWjs+g8EAW1tbstkmMBrlvWT4PFNaVMZ4PX9KfAlBw1rf43xdMYa73hVVgXTu5z2Jxs2cpKtVdnfK8zZn8WK2LH03cx3ZltV7auxMmWfztpz2he3Pv2u1zZNyvrddyiD7X4rXZEDJUtkkslzH9yilRUtWcuwL3RgHmM8XrXKpSSXOnTvbpGyeVemcU8qxbrPZrM1UOJ/PcPvtP4vz5//6Ac35ZgXsFgAv5j+wZkXuh1NKL34gdV8oTpw4kU6ePPlQ3jIQ+LrDu9510C04ONx448Wtz8w+lFI6cXFrDTzY2FeeYjWiafjqhn6e5KghrAZFTse5AwA4f/58dT1/mLWLyoEqCgy81rrVcFHFQOtl+a7j7J9Xh2azGS655BJsbm5ia2sL4/G4NYZoMHKjQlVZtB51j6Jhz/MaMK9j5IkJr+GYF8OpuGR1ESxm+mI7tH4lOCQ1PK7j4l27SMRYTsnJbDZrn+mRI0daly/GW/j5tCpw/rAgpdUucXWAtUfdJzVeqUSRbJBYMJVwvk9P5rQn1IV45KErblWc31QTcrtrt6Pl+AxVYzIBWV9fx2g0agllLssMcSYuTeVaNfY1m9d8PqvuU6d91DnP36pSFdXVz23/W92m1GVM78V9UnLA+0KIVEmpXNqlpClv5Jjnaw+LRSEni8W8faZMI54XVrrTW+Y2+GOdRS8IloPjbwLwW3usrgUCgUAg8DWBPbN40V1IM0p5Nx1v3AMlyFgNbKofusqu92IMCI0gTW0MFMOQ9Wj6YK+UeMOdbdAyekyJgVmdUvf48eMYj8c4c+ZMa9wDdSYiXTHWlL+sg33iOCqx8gavkigSB1VoNK7E//b947l6dbmOkdGx0jLaD/aLZIf7yXhliMTu/PnzS9m/dG50KVaHB5yznH+6CV8955eubAxfHWOSu2WyRhLbX3pWbYnGDYpZpcowFWWjKACMqyjXsj2qHJQ2oj0GFOIE9HDkyDpmsxl2dsZYLNQtbODmE59pyZBFMONXScVbiBX7Vdqq7lm5Pk09vExKgEIkSv/o0qZqSFauGVujrlbLsSL6zHg/7xKZ27poxjK1xK64PFo7FlpnaXpXX+4/UkofA3B1x/HfQx2PEggEAoHA1wQuaKdHuqYwlmLZbSSDhjSNUnUbAgoJ0B/65Kthz3sw1S2ANgbE/3NXsuJVAr23tlHJgcZiKGlZX8+GGn/TRePIkSMA0KYa5vWsQ0mLd7dSYkeXLTWSvIriDXv+aCC6upNpH9WY9EqAltPfei3HVtuqbmyEutqw7bzOKzN6TdfPYUKJp8opg1dM+Wouq+uSEtF6/Iu7YDGIkwSql8Byuln5oSExYd0lycKqeB51nVIjnIQ396+840MMh9ngns8XVYpv3pcxJNoHJWi5HO/NXeVJfku7cnnNsFUrnCRfPiNYl5tYTU66VYr6OVp1rX9uXe+xfwYcD33Puu6bCdHyAkogEAgEAoGCfREUGj7nzp3D+vr6SqOfUBceKhF0G+HeGDRymEFLs0Zx5Z33Kf755X5+00D+1lS5q9q3bCyWNlPh0YB/Gh3Hjh1rN5NU0gSgMjYZOM8VcyUkSow0sFyJiRIU3TxOFSC/14IajasIj67m6niq0eXHlO1QY0rLq5Kyvb3dlu33+5hMJhgOh9jZ2ekks9oPv3J9UFCjHcgBz8PhYGll3qMQkjJeg0HfJYwwAIzPKsoJlQ51jzLrw6x2P+LO6NpO3ns3Vafp2YpnwCB4r1LkjQfX19fArIBKmoA6exfjZrLqWdpVFCir6qAS4w18Jdn1O1p2f/fKjxlTHheSVbpau8F1qRddY6qLAr78YjFvxsswnZZg/14v75/T6/UxnY5XkNlCtgKBQCAQCHRjTxcvBeMwSCC6yneRBiUMNLppjPgN6Wi8e9Khn6mgeBckQlc6/Xk1hLUtQHGt0jgPVStUEVosFlhbW6uC0pXYLBaLdkNKXY1VcseValVeeI51dLmdEDouqrao65oqOZrhS/sHoHommoGM5/Qz41sIxiqw3HQ6xWg0wng8bp+7d0vTcWK7D5qcdGE2y4HRObZhtfq0jBxkn+cf53DeKNHP71p98e8RDX0licW1qrRDCXydMau4UukO7yRb9WID6yfRqtU7w2DQr56ZqpmcW13kmOCYeAWhqEEAScVq1Y3xNW3vhbRw/MrY1eNRlA1VqPKcXCYtudyimr8A2jiTohLm5Aaz2Rzcfd4rJF1kJxAIBAKBwDJ2JSieUNx55524/PLLW1eP3a4Dalev9fV1jMdj9Hq9NlB+NBq12bConHi3Cn5WIuDjYboIjbp6qaKj7VLy4jcfpBFGJWA2m7V7oLBeANjY2Gh9zzW+hG1WNzM11mi4a7pedQ9Rty3dQT6lkrBgPp9jbW0Na2trbZYgjonPdKbHNDWwqiOq3Hh1g2M2mUyqPhLaN3UJA9CqKF2Kifb1sBhuasSfOXOmzVC3z6ubZ9Br1cL8rLhvzwBmZXzK+DKlL5BSiTvJ7SnG1cX4AAAgAElEQVSbHmbj3Qem1+9L/dxYppAYfc6K8t7m+JusjvVaY5/vxGg0bLNTrVLfutQIrwwq2WB/lUzXWeqY9SsTgcFg2GbVIlkhMSERBNTdjUHu+k7UJKcmTPV4loWS7jmv5YG8l41PMsD+enIWCAQCgUCgxp4uXgx+Nsub8U0mkzYdcBd0xVXVE9alhrs3aJQ48LjGgygxUGLi/9Gry4uPiwDqVXvfZp9diuQBQEWStH9eseFKsh7zvuueELGcH8vJZFKNgSYbUENU+8dx8sRI3bHY7lWr1KvGyMfNsB6v3HjS4RWiw2qgFUMTAHI2N7rh7Qd8nOqemBUYBk/rnEf7OVXB3EmM51pB9ASebe5aqc/XaPrfZcWnS53Lhj9VvBIzw/6l5N2vsDSfup5vl9qUy9RkZj6fVUSC6kavx13bu9yySqYuba8Gtpd+ro6H6mprzlRmWCwYX7RYehZaR/cYhHoSCAQCgcB+sSdB4Ur/fD7HmTNncPr0aVx66aWVselXbdUwXixycC330uC+KrxOg+N1Rb3L3YXt0WxSep3PpqXGM/fg0JVwEglPmIDi1kHlwfeRBGFnZ6dya2EAufaB51TBULWFLlM8R+N/MplUe4poNjVu7jgej9tnMZvNsLGxUbWfbeUz0Zgajq83eM2sHWcfz6LkRle5U0rtJpxMpsDUqzzP+lgXx0Sf42FAdtFB+3x3draxsbHhDNhVbbZqXgHAdMqNLj2xLoSmuOSxjro9VFlyPXTDKse8YpHn63xJiegi7uVcCZYv7ShKDAnWbDaFupT5hYVqNDrIf66zxLPkeZrjbebzeZuWmSmMqR7N54v2XS4Eao7hcNR8LrEdJBWsX93iSPyU0OQ+WKvi+PdBSRn7m2Nv8juZ41L66Pd7VZphH7eT26buZodjzgcCgUAgcJiwW1QtgDqGYz6fY3t7e9eyXau5/CdOw0h3xGYZoKz8AyVVb9vQXu3Ssh8o4dEYEoUnEnpNV5C+d49Rg0qNcHWDojHoA9NJVHhN3iQvb2LIjGHT6bTa6ND7/3vixPPMgFaMKVTnfOyPji37qGTGuxHpTudKoIorTK0i+PH1htlhUVXUGM3tWrTPdxW6+lK7BqXGYK5KtZ9qZalui3zbV/sLeamD7rvaV5dfNsq7iGtub2pcrtB5rT7HZYVh0cx9ukHOGoJeiHv+PsdsNu/4O8CUz4t2vMoCQG+prWXhQN9/q/6eaAxLV194vs4+WJNNdcdjO/P1y8+1PIeVjzEQCAQCgYc19lRQVJngivJuRqQnJwQNcqoYzFzl4xWA2rVLVyz9Kuxe7Qa6jWTeg+qF31NF26QGkhIdDRxnfWrUkJApkVG3KG/EalYvtouqE6/XDFm1sVQSDiiUgKiR6N3e2BY1LHnMp3RWQsJ4IKokzMKmZfU3x5D1d5HZw4BioOb2TaezPdqWOj/XpLFXqUVFpcgoc4F1MM5EY0n2N+e9quLbrrFHLK8bGQLc06TMUzXCtc0kTiQfSor8fGK/lACQmDAGpSh2TLVcXLa47wu/K/nWNunmkb3eoiEJmi1M53wZV/83owbrpfsimrIJJTUyqvYR9Rgs/408LPM+EAgEAoHDgj0JCg1XGvFnzpypXHU8ulSD2WyG6XSKtbU1TCaTzmxdKaU2AFvr8ju/e6LBNvpjmnELqDdPVGLkz/G3uiaRkJBE0G1N76NKhqoLQCEXPpgfyAHkk8lENnnLbWJCAYLEhXXrJphKdDQ2pcs9TvvL85p0gG1jvArL+DFi3+kKxjasra21baLrmpIwnSN7PdeDQiHGPaQ0rwL8u6Cr+Pn6sjFpdpHMBIXGczHqs4uSGVqDNyW6UnXFWejYLM95VT14rpABH7dSNlZkX7MqosfLYsB8nlrXNyVAvIePd9K4qVI2fx4MrCLsbN9iMa3mSQ7EpxpBt8mF9DNnRqPrWe527TrHzR51LAqZKuNoBsznfJ9U+Vje5NTHyfX7moa6ntf+2XX93QoEAgGPG2886BYEAgeLfe2DQgOEGbj2o2DotWqsqJGkZXx9avx0uRipsegNCD3eFbjrCYW/zpOJLhctniMh8KuuPKYxF9pPdXXTY3q9Gn9sD3eUVxVDlRWSDa7Wq4qiJIYGojdodRx4jSpKSkzZBr2Xd9/j/Tzx9M+7NqYPBzjOHNP9op5nq1x5lt1+yhwpLkQ1qVguy89d9fhjbBuNZb2skAlrlROgkKWmVFW/J9urFILyWRWWrrLc90U3t8wkg+OhPykxVXi9QSXv0TVGVKnKbVPzvbhm6fPTxA9aTyEkPfR6y2OpMTC5XBf5PngyHggEAoHAYcSuMShmhtFoVBnm4/G4NWyLv/ii/cmrrWWfDLotUUVhql6u3GcXmmkVx0GwjBrF/N5lgKkR0bVa711PVhnFmu5Y69f4DyUTVCZ0FVlJg6ZlpnvWaDRqDXslAVon26BucSyTN/sbtOU0Q5rGtEyn02ql2u/bQhVEyYVZ2WCTn2nseTcuv2Ks6Y11TniDlmRHn223a81DD0+oNPanzHX2O7snlQDzQsoXi3mzP0ZZxc8B1Pl32W+nvj/rL9/n7X0UXXOU91l9rCgN/p50m5I7SGzFskKp9etnff+0nVlpoGq5/O6RiPC+eU4WdaLXK6ScbdD5t1gkzGZlnx5PmApZLoSfipYZkxHk+1NJAbhA4BdVynNjpjZVZ0hIypgUVcovrgQCgUAgEKixrxgUNTD1n3/XSukq4uADzXVFU1cou7BK3diNZKiRTGVB6/NuKdqf2hVk2YVG69UVVl1xBVBlctKx1Hv4GBntJ8eHbdX7E0qaPPECarKl46Z90qxoPk7G91v3ldF5oGXZ3v3GC+n4HBaUPtkS+dAy+bdfQefverzLnCex2W3O6+d635O91KYy/uqGWVy5ymX1Tu387pUakgadh55w+ue/ql1+IaHuc72AUM5r7Mmy65u/X1FJdtv8s7z/qtywKvbZDNDMXko+fH2l70Uh2guHTTUMBAKBQOAwYM8l6y5jhAHgNFTVaPUGnLohUTVQlxl1xfA+/mrQ+JgLNWK6jEBmwtId7HX1VdvpCdKqlXw97mM/2B4qCLwvXbK0TwqqCJPJpN10kTvS81rG7uSUtzvtNRwTqkokI/6cKildRqF35VKCRYWFfVVlh/2hSgYU5afXy5tzsr8ah9JlwK46fpBQA7kr25v/nL+jWaEv2c50TEu92Yj1fS7fy8aAnpz4OU/oMyxkpCfXd7te5TZ1z/lVCo3en25RRd3r7TrnVWmlCsj3hirKYDBo3+HZbNoQgwUY7K6qLZUJnWuqpHTNeSYG0Dgb9iXP036rGqm7J8cxz/t521+qT1lNXVZuuqZ2nTY6EAgEAoEAsS+fGnV5SSm1O8ETXUqGd3ehkaYbBSop0VV5VRZ8eRo2fiVWlZUuhUbbpPV7NcH3i/B7qCg5UXVCY08YQM7NFruMUbPsRjcajdp+0S2Mblh0EfMKiR+HlLK7HF3q1G1Mr+sK1vcZwPT5sS6SH19OM7SpIe73UFGCovX7Nh4G1C49aSnVcBnP7hgMbjSY++fjEYry4ol2vneJ0yhlljda1Lnu54FXfFSF2W3OK4nxboc02P3cYV/Le54qJc6PG+d4JiVZ7ej1DP1+r3Hj6lducSkVlyp1OWN7MyFftK5w9fNYrTYxgL60rdRZNqs0aAYwltO/X+qOV9QYnfOeTC7/nQwEAoFAIFCwJ0HpysbDOBSgNspURVGjgMa9dwPxqgh/NMtUlyqjbVLD19+7+Jkvd9Mbzl6BIbxh7b93jYGOk65os7/6mwb9aDSqyBn7TjVFXap0pZxkRmMkdJx828pKca/KkKZEQZ+b76P2x48Rz9O4pKrSFdPDOlepZwcJGqaqoOTdzWuiS+OXRjTAdMAkXsXVR/tZ5pHe02deqw1ab2TrvPXzrmustd3+/PKcR0saylhwxX+1QW1WNlEsbVuel2zHYNBvjHuSpxx74ueljnNZjOgvzU0Sh1opqtvniWLJSIamncXNi791V/t6zArJ0MxjvKYLqYlxyW09PHM+EAgEAoHDhD1jUHw60H6/j62trSoNr67ocyWdRqqZYTKZYHNzs0232+/3MZlMKqNfV/X9Sr/PAsbYDi2nMS5KJLpWfNWgIHwsBz9rHZrNajrNKVEHg8HSWADFZUkzgFFZUeI0Go2wvb3djgeVF6AoVxx3XqNZs1JKGI1GrcrhV615/XQ6bckMUz2vra1V4+yfI/vIvnXFqeh96OrFRAiLxaIlXpo0wM8bVbkOA7j7t86j8XiCzU1to6ob9caeNNRz3xP6/byK7l3s6j1DNHZFSVJxG6PLV0o1EfHPQQnCbkTELxg0parvOgbZpamOs+pSALxq49/Bfr/fuBzOGhK0gJlmnYNcX1QIbSvVSTX0/SKD/r1h3Zr8oW4z2rlfSGa9IWshovVzKqS8dvPMO9N7V65CuFaRmEAgEAgEHu7Y1z4oarz2ej1sbW1V6XP9P3t16fLZfID8T59GMst0GVa6aq+EB0CnoeuNpS51gMf96rPvgycw9IlPqWQf0xgNH4Sv8SBdcRtqOPH+JAQppZZI1O4wdR+ZfYuGFX+m02lFcliG7SYx8SmQ1bDTsfZtZ7+U1HX1jwTOu5T557XbMzwYFOWD/aWbXl2mQFf6O8SL1sAfDOjWVIzWPDY+TiOJUZ6Pdbklds35ul5U31edZxv1cy5fNlHMBvtyMojley9a9yn/t0PnSFammOp63iw8zECSlF+PmhQwoxbVGSYcmM/L3xr9e5Lfy4R+f9D0Y5kI52fjXcfq3eU5FjWpWFZjcrvLjvXqzqV9Kc/tsMz5QCBwmPCudx10Cw4nYn+Yhw92JShqeKqLyvnz51uDjYaKjzPh9YvFApubm5UKoauv3ojy5Mb/82Y7NF2uZowCloPeV2GV2qJGFY0xBqJrbMxisWg3VOSqLokKr1tbW6sUB678so2TyaRNH+wN/9Fo1LaT5IXqEVehNzc3K7XGzKrrNKEBx40EZj6ft/Et9S7naAPiu1bSu4xbxWQyaftKhcdnEwPQ9tUnMDhomGHJqCzpmvNqf02qCuFgzMJotF6RAhq2VD8UNNbLWPuxzYauJ4SeqOxnzq8q6wkoCZW6N5EYMMlFJum91q0pl+mh1xtU77iPO8pzq4/5vM6SBaAhEvxbQMWGaYdJ8taa+5exK/Fh+Tqez997MJsjb/Y4a4LalxNm5Lb2q3HVsdktO5f+PUqp/H3wdZSsfPy7ejjmfCAQCAQChwn7yuLlSQpjK/w/8lUuRjSq6cKkbk67KR/87Nuj5bpS3SqxUcPLqyVqLKsCwM+6kaJXYejKRoO/HdBevb+HxoZ4QqTB5RogPxgMsL6+XgX+6340XqEBsppCYqJjxeupwPB+PK/kyasiuueJJ27aX836xTJUfzT+yPe769kcjtVkjQ/JRinVJ9+8rmM0qrOSYM5dDOhaNacxzTqr2ioy0T1WXeRk1ZjqPPfH6oQFq983b3x3vbNd7zDLFVJi4P4mqjTm+Teo7s94FXWb1MQVTWta9YJkQQliqafuD8G2+HHxZfRvjVlZDMiEi2pO94JHrg+dzyYQCAQCgcA+s3h5bG9vV/EJ+k/cG+K6gkqFQX3xvZHg/6F3GTdajsf1vJ5bBVUCNIC/GhxZ6adhrUYGV0lp5OumiNpvfx3rmk6nFWFgGwaDAabTqRhziyqVMMfSKyeaKICERbNzqfrEuBe9rx9jHQe6imk9+lnHAagD5JWgdD3HVWT0MKGkac7fy/SqA+VJQLiC3+v1GyVisWScEiQuXd3XssVtSM/XRHw/6FJg9Fyul3uJpKY/+Xyec0UFnc/rBYJV726ZJ/PqepKyPHfnqGM0FlXZOruZT7ecGpLTh2bnYh/4vvl3jZ+7SNxytrsSp1O3MR+tVSOT+eCJrN9/JhAIBAKBgGJPgqLuNzQIxuMxvvKVr3SsXq6ug6vzXIkGsGS4drl0qZEAQAyjegPErs/eyFCklKogdO0n70ECQQNGFQLu0bC8Et5tiK9qG9WSElhbyFyv18N4PK6Ij9ajwfYbGxvVmG5vb7fZ1rgyzX1V1JD0u6TzHAmOpjnW1XMSOwbfayAyx01THe/HjasrruEgUOZEWY2fzWY4d+7cvl1yGNTO+AgaosyEVYjOMlHwBJvndWx2m1e7kRWvEnqyosHgKTHdcja2F4vaINf7dykNXffOe8T0ZS6WIPK894i1ZFzv5Uka53O+LislTLGtsW+sU1pbLYgUApZjR/r9QTWfC9nKG2vybxl3o2ebmJY4E7blLIOrx+Tw7f8TCAQCgcBB44IUFPUlP3/+fKdhpe4f3rDSFKQ+FkXhlZAutyC9p3f56CI56rqkpMVn/1IC1NVGNdABtJvMaXvYDu9ipeSA8Sksy31PeB8aX7PZrFVT2B4acHoPVVpIdDg2HEPNaqQKjm6yuFjk1Maa7ciTOSV1Snp0jPVZ+lX1VQb5YYlBUZSV84TpdNJVoupTMaiLwrBbOSKJi5dZWfnP47fcJjXYd4vV4mfvztVFgJjqeHl1f9mtz7tB6Vxf9Twz8V3OTFcWLEqq3rwAsZzpjS5VtQKbyxYypepKnQGQBEL/ZuT5XacuLvUpKcJSu0t5HU9+L5nePPZDXgKBQCAQeLhizyxehP+Hevr06WrlnVBjwhv1NJZpBGsGLzVuaWCzbn7n6iVQk6Wu7EaEBo7rviu8VlMEs28M9FeCUrt6oPpMNyolL/xh/dr+lEpqYGY0A1DtZ6KkJ6XUBraTbDH2hWrHeDzG9vb2EtkaDofVPWlg6XPriglhmxg/xHt2kQg+E7ZfY4x0rFSB2S2G6fCgDo7e3t5uiMcyISjGakJKJYBb3wElqJmA5LrKec75mljod3Vv0nv7tvA56zvSpcSUaxjo32V0G8wS1AivY1XUfbGQMpIUndP6N4DHCpGq5xYzcykZoLtlr5da8k4lhm3XAPUcx1Lq1udRKz9oMoiVBQ0qJ12qWd3+WjUpMABc4FiOz9N2BAKBQCAQKNg3QQHqldKdnZ1d/7F6AwDoJjJab9dqot7DkwVdKdWySiZ01Z7GtocaJHS78il4u8ZC70n1QfuihjrJGMmM7jQ/Go1w/vz5igCoqqH3VAVqMpm056mcsN0Mtvf31fb5DR4ZZ6JtUJcZXYkmuaIhzPvrSrefB3utGB9GQ6202TCdzpAkrsAj97U+r31a7p+trMtfw3Ks378DXdftNt7LCktf3q/ueBhflc/ORTKl88SsKCM5aUDZD2c6nVTEuBj9PSE5AF3isrtceUeonMznxeVRE0lQASmB8zUhqudlWRBRV0fNqJYJUwnAp1tXnvd5v5tm9GWMd3/Ah3HOBwKBQCBw0NiToKj7kGbNmU6n2NraamMfuuIUgLJybmZt+lnWqcYEUAKq1fDxRIDXeRLSZQCrgqB1KEnxBKT4mHcbgF2kin1U40fJEO8xmUwwHA7bcgx6pzJCwqEkgARgMpm08R408Lgh4ng8brNmsQzrZqA8rzEzbGxstPWcPn0a8/m83SiSKguVEN6fz57tVRc4tnM2m2E8Hrc+/H6c/fipS95isWizwx0kSEaysqGr4tkgzWmhGfuwqOZqiUko80Zjh4h6XucVet11XstJy4Qg1HPeX+NT3AL14oC/Rt/R0r7lduRjtXLjVU3OBZ6fzRbunc57ifAd9iQ+E5MS6zGbzVF2e8/KCZqsarNZTkO8WMxgVuLc+D5lYtNryTjbsLOzjcUiYT7n+zVAr1dUx7IQY8hJDup9UOgiRrUobzjZQ9lMs4Y+R857VXCDpAQCgUAgUOOCFBSg/IMFgPF4vJQpilDlgt+50q4uRTSaWbcSjq46d3O18lDjySsx6kKmbksac+INCx97ooaYKgxd8S5qkJhltyySChrqNOp17NSwV8OGpIN1aipn3k9VISWYJEMkMd61SoN/vUtXV4wP+6z7Y7BN/vmpAacub0wIcBih84v90kxRBXxu9bwozzO7dOUxrVf3d1NmSju62+Tb2hXb5cm+Xq/vaE2SigoCYKnPPL6sxtTKEI35Xq9f7RNEYpYN/loB9e5Vec4zcF3fh0VLQvx7k8e0vIPz+Qw50J/uYvp+D6v2K5iRy/e9zOdMLv3fkmZ03btl7X1J6gOBQCAQCNS44BgUfgZyuuGNjY3OFcAu32ofH0FDnec0uFyPFX/w5QxZPhOYb4M3xLqMbg2Y7SIomqGqq85iENXuVz4rFQmZHw/2T2NDvCpDYrFYLNrgeiU2amTSMFaFot/vYzQatWoMXfR0RZdKyvr6eqcipfBtZf9WGcjaNm/Msp7t7e1OF7yDQ4690G5Mp1OMRsMVc76jBjHeSQDUsC+uSMskndeUOQ8w49SqOb+yJx1Ki28fg7oBdBjaXdcXxWixqDdw1LHQe9PYL/fPShX7pS5iSjyGw0H7nYQjt3HQjktKGpxf0g5TXZnNpm27lATNZsBgMNwHQeyh11s0BMPaNmdygmau+Dlfj6tXoJioIhAIBAKBQMG+0yYpaaDBe/fdd1d7CxB0DyKYhYqGh66ieoNaV/M1BqLL6FXCoPXrj882pNfxmBIHjaFQdyz/o+oD1YzpdNpu2qirqbr3C+ufTIr/fUqp3YhR1ZfhcNgep2LDtMQ8zzZyk0az7ErX7/dx5MgRrK+vtwHvzDjG7xpszzaOx2OcOXOmc58boGQ30zHmeOjz0XNKSkuQc696DtPpFPfcc8+hMtZ8/8162No612aCUnh1qLj31aoGV/Zp3NIop3LBPVO6CH5pS5nzPNa1gNDVl65jJci759yxGPSf25vblX9yXAnfg3r/j9yPRTW/SWAyAcn1+SxeQNmoNL+Tvfb3YJAVjkzIey354BjPZnP0etZmoMvuX1m18Uoq52tuY27Xzs4O5vNF5xjqRpslnqVs/qjkg8+Xx9j3rCDVhH8+n3dmQwwEAoFA4OGOXQlKl+Gj7j80ZLuuU2VBY1e8AqLHurDbP2/fnq6ySmyU/KhLFoCWcGhshbofKeHRe2o7fT+5D8kq41HdscbjMdbX17G5uYnRaIS1tbU2rmd9fR0bGxs4cuQIjhw50saBcJ8SEo/RaFS1Yzab4fz581UgPVUKDQTWdnMs+Fz1WXoli8d43Lun6TPociXT6xmDchhQz8f62e3sjDtVHp3XJCXLqoXO5/ubLKAEdK96b/wYaxu1XWX8iwuazgs1yEsmK53zy8rqbDavyJhvp+6rMpvNWhLe7w+qlN2ZfJd9eLKaSALVb2M+8gJCcRlbLBZNHFYJpPf7GbFNunjBAHyeowpUxkZVppp0Fzeu5bm9TDQTNKMXM4ftB2b2SDO7pfm508zukO+jfVd0gTCz42b2ZTN704N1j0AgENgNd999G37iJ74N11xzDZ761Kfi53/+5zvLpZTw6le/Gk960pNw3XXX4cMf/nB7zszm8jfzpgttg5m9wMxOmtknzOwjZvZv5dwrzexTzc8Hzex5zfGfMrOfcfVcb2afbD5/0cwud+37KzP7SzN7ja3YfM3MvqsptzCzE3J8ZGZvM7OPNXX87Y5r92rTu83sERc4Nn+o7bgYuF9phhk/8dWvfhWnTp3CxsZGFSOhQa8ppdYQUQOAxoGupHuj1pMaoF6hZ5lVK8er1Bau7CoB4fUkBTRS2Fb2g+c07kYVH96LdVFhGo1GbZyGBsKnlHD27NlKJSLp4GaQi8UCR48eXeoTA9pJcFgfVRdeOxwOMR6Pce7cudZFrHYdShWRopLCNmvftra2KhcbJXjaBx4nOVHyx3vqGJw+fRrb29u7ktWDgDWB4VyF39rawtbWFkajIUaj5VihYtgyVXUJMNd52tXPVW5bhTAsl9ltvPR+6jKmdZjVbof+2qIUqUFfYjL882YGLnVPrLO6AYDOV7pXUrlZNCpSwtraGkegbZeqLiV+I7X7qxR3yV6btCGlErNVxotupvxbkpDSbImoA2hjxfxzW04d7ImfT7dexi6lnLa6a4FnFVJKXwVwfTPe/wrAuZTSz+27gvuP1wP4g4fgPoFAINCJfn+AH/iBf4sf+ZGn4+zZs3jGM56B5z//+bjmmmuqcu95z3vw2c9+Fp/97Gfx53/+5/jBH/xBPb2dUrr+/tzfzJ4G4M0A/l5K6VNm1gfwyubc3wfwTwE8L6V0ysyeDuC/mtmzALwdwO8C+HGp7mXNcY+2fWb2NwD8nwAuAfBTHWU/DuAlAH7ZHf8nAJBSurap4z1m9sxUu33s2qaU0g0d/TcAlrz7yIOI+7UznrrlnDlzpg249iu/fuVdV2d9Gb8qqUREz+mqZ1eaUw8lGD4mhPEbNDzU8NZ4GB8jAhT3M7aXCoaqLbpCrOOmbibZtaQoD3Q3YWaunZ2dpfEYDAZYW1urdrvmOSYt4OeNjQ1MJhOcO3eurXdra6tyu6Nbj44141FIqqbTaasI0eibTCbY3t6uxtSrK4QSGCUvvN9eaasPGmzbYpGf2Ww2x+r3tGtTSqvOL6/Er57HnpDsZ5yUYHsVxWfB42/9KUSmTiChBNPHjGVyW5SO7vFbYDZTRSNnwuL7NJvNm3TOqkjkbFo529byn6x8vN+8G32MRkPMZnmezmbZfTHP5bmQPY5BIQyqmi4W82qBoKTxnjWKTJdKlao5Uc8Bk7JlQeNiTHkze72Z/bB8f4OZ/ZCZfYeZ/YGZvcfMPm1mv9j8k+FK4J+Z2YfN7B1mtrmi7mcBeASA9z/wlgYCgcD9w2WXfQOe+MSnAwCOHTuGpzzlKbjjjjuWyr3zne/E93//98PM8JznPAenT58GgOFFaMK/APCvU0qfAoCU0jyl9B+bcz8G4J+nlE415z4M4H8H8EMppc8AuNfMni11fTe6CUqLlNJXkAnQD/Pvtjv/yZTSpzsuvQbN3+umjtMATrhrd22TNaqOmT2++d/xa8iE6Eoz+4+WVXrnnPQAACAASURBVKS/MrOf3q0PDxR7EpSu1V49dt9997XpYdUQ8p+9+0/tk9/tGqHwK78eywbh8nkG8XatQK+6vqvNXLml4a4ZsXgfnqPRQwNHDUe6o0ynU+zs7LQEgpsuZgMr17W1tYUzZ87gzJkzbVm2Vfs1Go1aokQl5vz581WskJJJTw6BQhzYT7p8kbCwvZPJpDX+9Dn6MVV1Rn/Yjul0irNnzx4agqJqRzlWvmeCMqtIhUdKtStPnc1pOStUVz17zfndriX2iulZdV//Oe85oopYiQ3ju5F/5u24rHqPuVN8nttTzOflfdGYs/F40s51ntP2cB7pQkNWYvIeK5kU65yu+5QaNafuJ/cFKiSFhIUEqsTYdc358uzzcSV/pR2Z6O+093+AeCuAf9S0ow/gu5BX3gDg2QB+EPmf1lMAvKhZVfuXAP5OSunpAD4K4H/1lTZ1/RyAf34xGhkIBAIXA1/84hfxkY98BM9+9rOXzt1xxx248sor2++PfexjgUJQ1hvj+mYze/EF3vZpAD604txTO86dbI4D2fB/GQCY2XMA3JNS+uxeN0wpfQFAH8DfuIB2/iWAF5rZwMyuBvAMAFd2lNtvm54M4JdSSk9NKd0K4CdSSicAXAfgW83sugto2wXhgvZBoRFK143ZbIb77rsPp06dwhVXXNFuDAiUXaPVpUlXbrUeXVEHagOX3/3KKc/pyj/LqlHkV4v1HjTs1cVL26LGtG8f+0ojbHt7u8pIxn1KmPqXgevcu0SzVnEsWd9gMMB0OkWv12vdsVg/6+T1HEPuk7KxsYFer9cqJOfPn28D4PPmeNN2HObzeZuFzY85iYiZYW1trXWXIRkl6aARreOhfSS5IVHRfTLo+nP69Gncc889navjBwEakwCQUwanJvtUVuB2dnawtbWFo0ePot/vubm3wHye9+vIm/fxeFEdslG6PMfzd7T3Xp7zgFmtapT71nO+61x+7tmw9goK29K1IMGqVbGczxNSmi6lpO73e2AmrkwiSiY5klEa70pm8nXz9t1i2RwQ32/GlfE9vcbIn2E+XzR7nFgbrJ8XDBbVXDazdsGAsVrZZc6gJIUkPs/nHhaLQoy8asJnX96fEsvDtpDo+DHe3t7G+fPnO8f7QpFS+pyZnTWzawE8DsAHU0r3NvXenFL6YvOMfhPA85rLrgHwgabMCMCfdFT9vwD4rymlL+3VRjN7JRp3h6uuuuoB9ScQCARW4dy5c3jpS1+KN73pTbjkkksu9PLHpZTuMLMnAHi/mX0spfT5B6GZHu9A/nv7Gqx277pYeCvyYtRJALcC+ACArvSo+23TrSmlm+X7dzd/7wcAvgH5f8lHL1LbK1xQDIq6SGmGqrNnzwJYXo3VVfmuc13f+Q+7+Kwvr8p70tDl9uWvUUKjfVCCU+9Z0X3fLlVA3bpIHkhM1DjjeKmxpMHjJHX+Xmybxu30+/02TkTbx/uSHO7s7GAwGLRGH8mP74c+Z34noeC9ea0P/vV1sD10E6OfvZ8LrOPee++tYo4OE0guAAZ4Z8OaAf3LSoh+3mt1vCgqOu5eNSlznt/L/iBsY9fnLtJeXJuwdM7fu24/9yXJfcwZqQrpV0Pdk62iSlCN4LzWvXDQ1k0XuHwPEqBeu6jQ7w+qsc7tJDmsg+RZbxdhKWNQxkHj0/Td1vnOZ7BYLBO5/N7NO/df0rHc3j7fjFdvH/NkX/hVAC8H8HjUPsm+crLj300pfZ+eMLPnAvil5uvrADwHwHPN7NUAjgIYmdlWSukn/M1TSr8C4FcA4MSJE4dDCg0EAl9XmM2meOlLX4rv/d7vxUte8pLOMo95zGNw2223td9vv/12AJgCQErpjub3F8zsDwF8M4D9EpS/QlYj/rLj3Ceac+oK+4zmGqSUbjOzvwbwrQBeCuC/3c8NGyI1B/AVM3tb094vpY4YESKlNAPwz6SODwD4TEe5/bZpS+q6GsBrATyzWQT7zwDW99OX+4MLSjOsxgddK8wMd999d+vixHNAcYVSQxwo5MbHpvj7qRHt6/BEgmB96qZEw0k3LOT96UJFQ0tVEjVa/H0Yt7G2ttb+aNv9burcyZpj1u/3cfTo0XbXaxrnjPGg8qCKlO55QpctGlTD4RAbGxstKRkOhzhy5EiV/WtjY6PNFHbkyJFKXdI+KzlUMsE6eS1BVzJNeMCxpKFHFae4zCza/tx2223tWD/Q1eSLCT/nS6C4YWvr3NJ8ATRrHI32ZVWQaoq3S3ORbJx3vRv5ui5S1B3DpXO43J9uWKs3JO16r/K5Xqtw9PuDlij4seK1Gt+Vf3rtHj55npU20WVO3Q9135Pcr6K4mKGN+8qZumbo9fptzBezf41GQwwG5ZhXLKxJglDPuzLnqXryWqJkEitph8szWDTErCZkZY+XXuMXna+7SHP+vwC4ETmI/vfk+HPM7CrL7lrfjayUfABZmn9C8+w2zezJKaUPpJSub37enVJ6WUrpqpTS45Fdwt7aRU4CgUDgwUZKCb/wC6/AU57yFPzoj/7oynIvfOEL8Wu/9mtIKeHmm2/G8ePHAWBqZpea2RoAWM6a9beQicV+8UYArzOz/6apo2dmr2rO/SyAN5jZI5tz1yMvGP2SXP92AP8ewBdSSrfvdTMzuwLAWwC8OWX8z83f5pXkpLluw5qYQjN7PoBZSmlVPy+oTcgB+1sA7jOzRwF4wT6uud+4oJ3kaSzoirgSCBpCPgOXX7mkwcqVfa2fP0ok1EjRev2qJ92juty6dDNDlveKiS/nDTdtv6oGatirqxaNGq4Ssw6gqDdq+HTtD8NzGsjO+qi4aH0kZVRMlGzoZ7ZTA/tVueEzIqlj35kKlvfmD8dN3fzULdCv1NMQZVyL7r9x2KDPLbfPB7VT1SgKUFEEGBRtjYHdq8idGseLRdlHhKv6AOQ9yOXRBmP787ViqONZCEtP2tSt1ijKs7PqnrWhr3t9lPdTn79eQ+Iym5XYljJWtYubKjW5T3zn9W9Armd5HFgmNa5WRanMZUgQ0JKHopzUadK5h4n+vaC7nqogRc3R3/XYcu57NeuBIKW0Y2Z/BODOVGdv+CDyP7knIhOXm1JKycxeAeAdVtITvw7Anj7RgUAgcBD45Cf/FH/wB7+OU6euxfXX50Rcr3/963HDDTfgLW95CwDgVa96FW644Qa8+93vxpOe9CRsbGzgbW97G575zGcC2e3pl81sgbw4/292MdyXkFL6qJn9CIC3m9kG8j/R/7s5d5OZPQbZZSoBOAvgf0opfVmq+C0A/wHZdXYVjpjZLcgxMzMAvw7g33UVNLN/AOAXAFwB4P8xs1tSSn8XOV7lvU0/7wDwfV3XX0CbWqSU/tLMPgLgUwBuA/Cn+7nu/sJ2Mwgvu+yypOmBWZaxCbqnxgte8AIcP34cx44da2MluKq/trbWHlOlgMqDz5qlO7cr2ehKTdy1R4mSJb2OoJHCOA8a46xDV601PbFXY9hWpvtl3Ts7O20fsktKv00bzKxcm5ubVYzK9vY2br/99jbzF6/b3MzJddbX19uyJCdK0qjQMGBfiYWSFi2zWCzaTR8nk0lFOKnS9Ho9HDt2rFI++PzU4AJQnaN7GAPp6XOfUmozlM1mM3zmM5/ByZMn2+ffuIUdmIyysXF16ve/D2UTPg0StzaGIqWEb/qmp2B9fb3JqNZrMk31m0xq/eZ73q8j17Vo9/uggkAjtcxVE+O5GNssX4xuQF3D/HvcZfgqach9WlTXK5Eg8jNN1b1IVBWcK1ov41Fy1q7U7HfSB13UptMpTp8+3RJUxqzQbZH7n+T2LZYMem7kyIxqmSiU7GBc5CDx4LvA8Z/PmUVLVY5MUNbW1tu+lzmgimK9cSwJUFYNZ01msikmE8ZflQD7u+++u1UN83v665jPv/SA5rzlSXYLgBenHFgJM/sOAD+cUrrQYNAHhBMnTqSTJ08+lLcMBL7u8K53HXQLDiduvPHCrzGzD6Uc2B34GsIFKShAveKqhtHOzg6OHz++5DrSFfjuV3pZzrsc+fsCqMiL3t/fT4kFz3tjxSsHxH5W8pVUAWhJgQ9QVtLEcrqyzBXbjY0NPOIRj6h2mB8Oh1hfX19a+aWRxT5pjAiJVNkjoh4zkh6WUcXIj/Vuhq+6cnmFRJ+rPhctR9J06tSpakw5TocPqsjlI9PpFOvr626MqG70q2PA8rzOQfTd5/S65SQOqTrvn5fOZf+udZ3zn1dBFwJyncukQcuVDFr1vbNSVFwGM9ldYDaDJJJYVKpf1ziwLYNB7Z4JMF6oKI4kQPM5ldlVMXHLGdbKsy9li0Km15fYGt/vQoQW2NraKjVXStT9g+Xg+JsA/BbJSSAQCAQCX8vYVxYvoAQ985iuxlJNYfA1Yw+YzYnX164RxagHln34aVio8dW14qv/4Ek6/KZsNOhZRg1+7ZNvWxdxUeWE/ewiWHQ3A3JGoPF43MaU+P1Lzp49i6NHj8IspwmeTqeV4qTKDo0tTzrosqVKFPuhLl8cR5IfGktKMLzB5F11/Djq2OtKvD5zjrMG2e/s7ODs2bNLitRBw6yHXi+ng9UxKQQAAKxJkVvUxfxse5WBy89UP1TBKPOTinOuNxu/hXyU8SwuSTSaSRI8Ic/3rGOJOL9XEZouUp773av6XwfFLy8C8N1i3FHXPcbjMdbWRrAmlmQ+B/p9db+qFw96vYG4v9UbwaoaBfTAzFlKRHLb+hgMhphMJu1Y87yf8550+3HUMl1x6FqupFhHs5/QjpCs/ZHD3ZBS+hiAqzuO/x7qeJRAIBAIBL4mcMEKikIN0tOnT+NRj3oUJpNJpRp0beAIoDIwvAvWblDjgPWo8UWDsfi5z6rjAFriQMNYFZWumA51rVLVgWUZdzGfz1s3KtbZ7/fbTFZUSrhbPQPhzbLrEDdQpOubqiSj0agdy7W1tSZTUSZJDKqn6qJub+vr6+1eKxwzTQnMvrDNmj64Sw0q2auWfes5VropY9nvYiaGWq77c5/7HO6+++4qtuYwEJTdkMcmG6Xb29s4evRY4x44RL+valHn1Z1Kxl5YNoQZh1LHxxTlYlEdB5ZTD3cpX57s07UqKx41+dTvqkSyTj5vM1SunSVxQs6sxZTAg0G/CbwvCxYlnimh3x+0LmB5jMseJ/ldZzyIYTAoc7n0n7vFM44FVf90bOrn3cN8PmufgzyV9rfGt+S20d2Lf/vKuJw6dQrnzm0dOlIeCAQCgcBhwv0iKOpeQSOAu4v7lfUucgLsz41qv9C6dNVY4zR0JVddpbzBqIZXVyYl3V1e3dlUCVLjzxvljLnxgefFXWVQGZrM6jUej9ukAiQW3q9ex1tdj9bX1zEcDtt9U7zxpuMI1OpR7dKTKnK22/PT569zQq9tdnht+wygTcBw2OBVDwCYzeaoszftp46LM+dpkPs26Wc/t1cpJd49z5fxSkzXvfy1NMyBMqdrIlSC6XP9tUKTCU7OzFXUoTrGpJCu/H04HLTPYDgcSJxZISddfe/1lt3QalWouH3td86TqLCtHI+dne1qTIG9N9MMBAKBQODhhn1v1AiUWAa6IAHFID916hS2trawsbHR+Q/XH2OAOI1hdZ9SdxK2oWvV1xtTPoaFge/e9WQ6nUKD/7V9PmaGnzXmQq9h3ceOHWt3u+bGhhwzNXqUrADAkSNHWoVhY2MDW1tbrUpDty0Gzg8Gg9YVjEQrpVS5dym5USJGcqQKx3Ia2OXAbPalGI3zVtnR8eF4+B8fD8P2zudzfPnLX65IY6/Xq8oeFKiSmNUuf5pBbrFI2No6h8lkguFwhOW4E++6VTYv1eP5PnpfundRlSiZs2jo9nolSFufG9DtQqaJFXT+dqk5ei3HQZNC6TVra2ttXAeTQPDa2nWzBNkD5d3ProajNu6K7cxK3AKLRR+93gJra2vSl0FFcmvVp1ZzzFQtLIH0uS21GqZ9z9eUdqS0QN4sUsnJchxd/ilzX2ZCe+zMmbOg0pPbepjjrgKBQCAQOBjsSVDUANB/xDR4+H0ymWBnZ6cy5HWFf1W9avD437ynuqxo/Z58dLnN8Ji6Lilp0HJdBpuu/ntCo0TBG+FKsICSQpgGkzcKlUQwWxhQYkwYPKwkxKdO9q42XQTMj4tXOvx5JYYcR/ajiyj67z5OpxigZVd57dNhAckCQCWAY0zykrNHTaeztixXzZmi1ge/F6M416vGu0LvS0Nb51JWD9CQmdVjps+hy41y1Zynoe3JSdnHo960ldf4Oa/ukkAhWrw3f/OdUIVFk1BoWY6/3lPv69vkeswz0s9uRUQVsewCNgdTKGsdXpkp86Coq6VMJkolI1rnrQOBQCAQeNhjXy5e3j2DxgmD4PkPeWtrq1rdBHZ3idDAb5b1PzxeMvHUSkFtuHUZWrV/vcaWaCyGv4b38uRMwb5qHV6hMbMqkJqfmZqYP1RNuKEcN1vk9Rwjr1yxz7pirT7tuqrN/iixVPKl/fUxC/zxO8l7dajrWejzJEkpgcp1/YcTZa7llfR8lMScn/cz55cJOM941yNAVZSyo3rZY4P38nPe368Y9rULo9anRL9g2W2t6/1UhYbtKe9UHavFe/p3v7hjUdXrnouMF/FzhbErvgzntBIqkg+6i7EqBuE3IwczNKmS51V/tYxHaVZxc+O12SVQyx3mOR8IBAKBwMHhgjdqpCHDFXBiOp3izJkzS6vjuvu7giSABh4DwWlQqWEB1JmkvOFP496v6HcF8rI86+wK1O/1em3wOtvK/vM7y89mM4zH4ypj2WKxaPcV2dnZaQP12ea1tbXGNWhYGfyqSjAVMF1pzKzdVLEr7sS79ahixHpY/2g0al2vSI4Gg0G7/4Q3VPWZjkajlmioW48mQ9AAeX1GGqx/5513tmSJpPFCkiU8VDArSoVXmRaLvK+NElWgGL4emSBYa6jm/tfxF16x5P2zm1F5LkyXWwiLuoUtG/Hzud85PrWkh2W5us+2sv/adgCYzRbtnC59K/vnZJfAeVv/YpFdQtV1Ud9R9jHvCl/isgAsxa/4LGT6W/eu8X8/ysai82aDyOy21e9rHfUzy3M4713TReL0OReFpMwRXs9xOXv2LIBaMQyCEggEAoHAMu5XkLxfES9G07wy5LhC6l2H9J+y+p2rGsBraWB49yVVUljeZ8PpMtR43BsI6kY2n8+rrFl6DeE3bdSd5f29tT+LRc669YhHPKINgFcSphnQtP+sp6vter+u+/vno6SA35UY6iaTPqahK2Dar6jrmKrawp/5fI4zZ85UpPGwG2xlfL2616Wy1WqS75KOcyY/y7Ef9Wd191JFpIsE7R6Er8oN41toXOdMWdyYEVD3M7PUkpwu9dLfmwHtjLGYzWY4cuRI837NHAnj3M4udGUOdMVFYWl89f46Ziktx+TkFMWLlhixrvIOluxg2tdaFeL41eOakr4LAKoECgvs7OxU8zvXu+pJBQKBQCDw8MX9zuKlhipXyfMKIVoDmP/QlYD4FdLRaNTubM76aGh4tyPem7+9Sw1XdbtcwKgS0CDnMTWUvHGuLmUkLv68kib2k7Eim5ubSCm1Gc5U9ZlOp5hMJu0xVUY4vmY5TbDuY+KD+L1Br2RJFRZNlWxW0hFzfLnru18V1/v5NtCwI1nTuCO6cXHHeN1t/p577sGtt94Kqmh+X5jDCE8GGZuxszNuz9dzsuyjQmOVVVBNKPOtEB7vZqcuSDURIgmct4Y3y5S65q3LFKHPU1WBUlevVUtKiuEc97HKHRNI7X3W1kZIiSplJjj6dyCn7LU2niX/Bno9KjoJw+GgUS567RjWzwJQktKluKZU3M1Yrryvi7ZdSpbydUru6V6WKnWmEKCimuT5n3eML2m2yzXnz5/HvffeK2PVa+8XCAQCgUCgxgPaB6WtZDBoM1h1rarqirM/B6CKiVDDmxmjSHiAenNHQo0TVVeYbYwGuWb1okFJ0kHjnOe9oc5+8ruqD/1+v93xXY04nzJX+5dSal2t6Nqm7m7qJkICoYRIURuldSIBDTJmH9kulh0Oh1VZDa5X469LvdG2KFGrXZ7K3hg5k9GZSjk6jK5de6HXq9M8Lxu5gHcZ4jk1fGuVoja0yxjXJD0foxHNjSGzWsHUvGxjV3IEPvfZbFHFXajLl7pUNUcq4tTrWbvjO0kMUFzJpKXVXKFKU96/WduuModJ5hcr54ZZMe7z+1gUDH2Pi6qrc1E3tiwZAnWMqITx+ZgkKqjnfCHyXlXMfeGmpOPm70+9MW0gEAh04cYbD7oFgcDBYt8ERQ1UPUZjSlOFeqNVXX0INeRJcLwrUEnLmqoAWyUzaggrmSGRUfcmGi40kEhO1CBkXWq0a4rWkh41b7a4vr4OzbRF435tba3NaubTuy4Wi9bfniQlrz6vVcYcCZ/fGNL7sHvCpdczFoZjx/EkSVE3ufF43KY01uOsk8+ZRiDHQ58Z3XmoEPH4eDxuY1DuuusuTKfTKuboMKKMra50a3uXM2ABkLFIUK/DbMjnz3n85m29NIA9yeY9iwpTx8IUMs1g+uVseDrntd5MKmqFQd8rbopIEkKlS/fqMesjp0UGBoN+m9WsjhVhDE2/eq/zsA2qOV/mOFMcl7lL5USfixkzaZXr1TWzVoqW1UdVsvQeqjTpvkAcjzIf6uQPs1nZnJFqynw+x9mzZ7FYzNHvD6o2BAKBQCAQWMb9CpLX72rA0rBRRYSrmLpLuY/JoBHP7FdArSJ0rUz6dgCoDHptn2bu0jgZNfYYvEulRWNjtN+sy2fWUkNQ9xkhaVFDifWwjSyjma24Iz1Qx6Zo/3kPdQ9TBYOuc+wD1RMqKcPhEBsbGzAznDt3Dtvb25hMJjh27Fj1vH3b/fgDqFy7dEVZ3b9oDN53332gy5gaxYfTaKuDp83KPOd3dfthWfY/l+u1u8wXItFrFI+5GOw+pojPuj1aESXeJ7dD4yxQHfNxGKq+cA7RVczXx8/9fnHLAur9fQqJKe6VXXNF26AEl1DVqKgy6jZHoqPxaKrSLhqCkAmENZnQ6Fpm1kO/38NwmInxeLyD6XTaJq4oAfv6zq/2waIbV9k8MpfPzz73oSgoO2CAPOOH9FkFAoFAIBAo2JWgeHceHlMXDVVRaFR3rfCrkbRYLNp4BjVa9B4KdQVSMtQFr8Dsx/DtUlzqgNh8jOSFYFYt7lGi46Pj4Fd0SUq0X6qkqEuVEhNvyOtnnp9MJq3R7wkWVS6gpB9muxkP41fdtU+q4Oi48Jwa5Zq9Ta8F0KSTrfd38YTn4OCzaFlzjGpH3sCxzHudY/yBu752Q+qe864VHYRC61YsKyZ7r9B78sl6tE4AlfrX6+VA+jKHC8mezQqhAJbdBGmc63ugdXepPnVigFKXjikAeXdL7I81qtd8PoN/p9fXGUc2b+/De2iAvMYGrVLJlCSpSuwJfVmcsYYo5dijQCAQCAQCy9iVoKytreH666+vjAigXi2n8Tmfz3HppZfi8Y9/fLvr+draWmuIDwYDbG5uYjAYYDAYtIaxEhUa5Ex3q6BBs8pg0HI0hLhCr0RJDT8lWuoC4+unMa1xKnTR8q5djEehikPlgPubsD6NWSHp2dzcXErL7A1IbRcNM7YtpYSNjY32vkeOHGnH1Kd+5ueNjY22D6pADYfDluyMx+OlcWZ6ZLafP8xMNplM2jLT6RTb29utonLddde1c4J7v7BfN998c+dzfagwGPTxmMc82hmqtSKiK/ZHjmzgsssuq+Y5M1H1ev2WxPI5AcsxN5zbHvtVldSgV8JEI71UUVyj9HPX3iJ8j7KamAkG3z+qALxuOLRK8VN1T9VMvuvqysX3yCuiqwhrUZ9IglL7XmVSPmzJoKb8TSmn/DWzyoVR33dVOxkbo8i7yqe2LiXmnPv1RqTTRklZ4OzZMxWhpcsqANx663DPZxwIBAKBwMMJttvKtZndDeDWh645gQAel1K64qBuHnM+cAA40Dl/sXHixIl08uTJg25GIBAIAADM7EMppRMH3Y7AhWFXBeXr6Z9mILAfxJwPBAKBQCAQOFh87eV3DQQCgUAgEAgEAl+32NXFKxAIBAKBC0G4SQYCFwWXAzj1AM5fzDJf6/i6cqN9uCAISiAQCAQCgcAhgpmd3C1uYq/zF7NMIHAQCBevQCAQCAQCgUAgcGgQBCUQCAQCgUAgEAgcGgRBCQQCgUAgEDhc+JUHeP5ilgkEHnJEDEogEAgEAoFAIBA4NAgFJRAIBAKBQCAQCBwaBEEJBAKBQCAQeAhgZv+DmX3azD5nZv+y4/yamf1/ZjYxsx0ze4Oc+/Hmuq+Y2V3N+fNm9m+kzNzMbmnKLMxsbGZfMrN/LGX+kZnd25y71cw+Y2anO+q4xcxuejDHIxBYhSAogUAgEAgEAg8yzKwP4BcBvADANQD+oZld44r9YwDXA/gmAK8A8E/N7Jqm3MsAPBXAjwC4DMDTAPwLAK+SerYBPKP5/H8AOAbgbgAfaNpwGYCfAvBEAH8TwBzAfwLw29KG7ZTS9c3PCy9S9wOBC0IQlEAgEAgEAoEHH88C8LmU0hdSShMAvwngRa7M9wH4ZErpCwDeAWDYlHkRgN9MKY0B/DWA+wBcAeBPAZx29TwLwF0AznTc5+8CeF9K6Z6U0r0A3odMit5+sTsbCDwQBEEJBAKBQCAQePDxGAC3yffbm2OKRwP4AgCklGYAziGrHXrtYwB8tfn9CgB/IfWsIysnjwPwPWb2UQD/AMA3rmjDWWQl5f1ybN3MTprZzWb24vvV00DgASIISiAQCAQCgcDXHr4FwAkA75ZjjwPwYwB+H8AZZHLycQDfsaKOawF8NKU01zqa3eW/B8CbzOyJF7vhgcBeCIISCAQCgUAg8ODjDgBXyvfHNscUXwLwBAAwswGAowA+7669A1n1eBGAFzaf7wCAlNIdzecNAH8I4JsBfA7A5Sva8AwA/682oKkDjZsZ6wgEHlIE+/v4yQAAAWlJREFUQQkEAoFAIBB48PEXAJ5sZleb2Qg56N1nyfoNANeY2dUA/kcA06bMTQBeZmZryGTjEgA/gBx/8jIAN5nZpc35v0AOwv9WAJ8F8E8AfLqp/70A/vum7LMAHAfwZt5c6oCZXQ7gbwH4xMUdhkBgb8RGjYFAIBAIBAIPAczsBgBvAtAH8NaU0r82s/8NwMmU0k1mto4cuP5sAAsAb04pvbYpczWA5yIrJgvkAHoD8IWU0lPM7K0Avh05gP5xADabcncAuAHZZeskMsF5HXImsD9LKf09ad9zAfxyc10PwJtSSr/6YI5JINCFICiBQCAQCAQCgUDg0CBcvAKBQCAQCAQCgcChQRCUQCAQCAQCgUAgcGgQBCUQCAQCgUAgEAgcGgRBCQQCgUAgEAgEAocGQVACgUAgEAgEAoHAoUEQlEAgEAgEAoFAIHBoEAQlEAgEAoFAIBAIHBoEQQkEAoFAIBAIBAKHBv8/dCbP1wDi21EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "decisionVisualization(img, xaiMethod=gradCAM, vizMethod='CAM')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "decisionVisualization(img, xaiMethod=gradCAMPlus, vizMethod='CAMPlus')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "Decision_Visualization_GradCAM++ (1).ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
